{
  "$schema": "./reference-library.schema.json",
  "schema_version": 2,
  "generated_at": "2026-09-09",
  "title": "1200km Article and Guide Reference Library",
  "description": "Deduplicated external sources cited across maintained 1200km articles, guides, research, case studies, documentation, and labs.",
  "evidence_boundary": "Tags and usage links are discovery metadata derived from published 1200km pages. Citation does not imply endorsement, current validity, attribution, exploitation, causality, or control effectiveness.",
  "source_dataset": "/data/content-catalog.json and /data/ai-attack-reference-library.json",
  "record_count": 1678,
  "core_count": 103,
  "context_count": 5,
  "site_count": 1570,
  "usage_link_count": 2369,
  "unique_tag_count": 1971,
  "tag_assignment_count": 12870,
  "records": [
    {
      "id": "ai-attack-reference:pub-006",
      "title": "“Keep going, bro. You’ve got this!” A data-driven look at how adversaries are weaponizing AI",
      "description": "Cisco Talos operational CTI publication covering Malware development, Reconnaissance and target research, and Translation and localization. Indexed with UAT-10147, Cryptocurrency, and Anthropic context.",
      "url": "https://blog.talosintelligence.com/keep-going-bro-youve-got-this-a-data-driven-look-at-how-adversaries-are-weaponizing-ai/",
      "publisher": "Cisco Talos",
      "published_at": "2026-08-04",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
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          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
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          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
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          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
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          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
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        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "54 targets · medium confidence",
          "key": "metric:54-targets-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "over 1,300 users · medium confidence",
          "key": "metric:over-1-300-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 minutes · medium confidence",
          "key": "metric:15-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "30 seconds · medium confidence",
          "key": "metric:30-seconds-medium-confidence"
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          "value": "84500 seconds · medium confidence",
          "key": "metric:84500-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.0% · medium confidence",
          "key": "metric:0.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "100% · medium confidence",
          "key": "metric:100-medium-confidence"
        },
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          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
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        {
          "facet": "Infrastructure",
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          "value": "Browser",
          "key": "infrastructure:browser"
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          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
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        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
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        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
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          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
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          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "ixmax[.]cn",
          "key": "ioc:ixmax-.-cn"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "tubely[.]com",
          "key": "ioc:tubely-.-com"
        },
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          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
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        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Hugging Face",
          "key": "llm-provider:hugging-face"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Cisco Talos",
          "key": "publisher:cisco-talos"
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          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "blog.talosintelligence.com",
          "key": "publisher-domain:blog.talosintelligence.com"
        },
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          "facet": "Relevance basis",
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          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
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        {
          "facet": "Retrieval method",
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          "value": "Direct",
          "key": "retrieval-method:direct"
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          "facet": "Review requirement",
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          "key": "review-requirement:manual-review-required"
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          "facet": "Sector",
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          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
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          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
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          "facet": "Statistical use",
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          "key": "statistical-use:incident-or-observation"
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          "facet": "Target",
          "type": "target",
          "value": "Developers",
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          "facet": "Threat-group identifier",
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          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
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        {
          "facet": "Year",
          "type": "year",
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        }
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      "tags": [
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          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
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          "facet": "Actor motivation",
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          "key": "actor-motivation:influence-/-information-operations"
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        {
          "facet": "AI technology",
          "type": "ai_technology",
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        {
          "facet": "AI use case",
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          "key": "ai-use-case:obfuscation-and-evasion"
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          "key": "attack-vector:supply-chain"
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          "facet": "Country or region",
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          "key": "country-or-region:china"
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        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
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        {
          "facet": "Evidence inventory",
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          "key": "evidence-inventory:contains-extracted-metrics"
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        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
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          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
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          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "25 Endpoint · medium confidence",
          "key": "metric:25-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "26 Endpoint · medium confidence",
          "key": "metric:26-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "2 minutes · medium confidence",
          "key": "metric:2-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "62 minutes · medium confidence",
          "key": "metric:62-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "7 seconds · medium confidence",
          "key": "metric:7-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "84 minutes · medium confidence",
          "key": "metric:84-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 Minutes · medium confidence",
          "key": "metric:10-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "94% · medium confidence",
          "key": "metric:94-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
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        {
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          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
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          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
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          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Password spraying",
          "key": "ttp:password-spraying"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
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      "title": "2024 State of Multicloud Security Report",
      "description": "Microsoft provider or government report covering Password spraying, Supply-chain compromise, and Generative AI. Indexed with Energy context.",
      "url": "https://www.microsoft.com/en-us/security/blog/2024/05/29/6-insights-from-microsofts-2024-state-of-multicloud-risk-report-to-evolve-your-security-strategy/",
      "publisher": "Microsoft",
      "published_at": "2024-05-29",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
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        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
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          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
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        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "5 domains · medium confidence",
          "key": "metric:5-domains-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "24 hours · medium confidence",
          "key": "metric:24-hours-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "57 days · medium confidence",
          "key": "metric:57-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "58 days · medium confidence",
          "key": "metric:58-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "64 days · medium confidence",
          "key": "metric:64-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$15M · medium confidence",
          "key": "metric:15m-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "100% · medium confidence",
          "key": "metric:100-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "15% · medium confidence",
          "key": "metric:15-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2% · medium confidence",
          "key": "metric:2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22% · medium confidence",
          "key": "metric:22-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "23% · medium confidence",
          "key": "metric:23-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "24% · medium confidence",
          "key": "metric:24-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25% · medium confidence",
          "key": "metric:25-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "31% · medium confidence",
          "key": "metric:31-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42% · medium confidence",
          "key": "metric:42-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "47% · medium confidence",
          "key": "metric:47-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "49% · medium confidence",
          "key": "metric:49-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "50% · medium confidence",
          "key": "metric:50-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "52% · medium confidence",
          "key": "metric:52-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "58% · medium confidence",
          "key": "metric:58-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.5% · medium confidence",
          "key": "metric:6.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "65% · medium confidence",
          "key": "metric:65-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "66% · medium confidence",
          "key": "metric:66-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "7% · medium confidence",
          "key": "metric:7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "73% · medium confidence",
          "key": "metric:73-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "74% · medium confidence",
          "key": "metric:74-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "80% · medium confidence",
          "key": "metric:80-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "84% · medium confidence",
          "key": "metric:84-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "86% · medium confidence",
          "key": "metric:86-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "88% · medium confidence",
          "key": "metric:88-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "90% · medium confidence",
          "key": "metric:90-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "97% · medium confidence",
          "key": "metric:97-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Microsoft",
          "key": "publisher:microsoft"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cdn-dynmedia-1.microsoft.com",
          "key": "publisher-domain:cdn-dynmedia-1.microsoft.com"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "microsoft.com",
          "key": "publisher-domain:microsoft.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Energy",
          "key": "sector:energy"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Password spraying",
          "key": "ttp:password-spraying"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-095",
      "title": "2024 Threat Analysis and 2025 Predictions │ Recorded Future Annual Threat Report",
      "description": "Recorded Future threat-research report covering Identity fraud and impersonation, Influence operations, and Obfuscation and evasion. Indexed with Critical Infrastructure context.",
      "url": "https://www.recordedfuture.com/research/2024-annual-report",
      "publisher": "Recorded Future",
      "published_at": "2024",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Disruption / destruction",
          "key": "actor-motivation:disruption-/-destruction"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$459.8 million · medium confidence",
          "key": "metric:459.8-million-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$75 million · medium confidence",
          "key": "metric:75-million-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "AMOS",
          "key": "malware-or-tool:amos"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Url Year Only",
          "key": "publication-date-method:url-year-only"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Year",
          "key": "publication-date-precision:year"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Recorded Future",
          "key": "publisher:recorded-future"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "recordedfuture.com",
          "key": "publisher-domain:recordedfuture.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": [
        {
          "title": "AI in Cyberattacks: A Statistical CTI Study of 111 Publications",
          "url": "https://1200km.com/ai-attack-statistics/",
          "type": "research",
          "domain": "threat-intelligence"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-023",
      "title": "2025 AI Threat Report: How Cybercriminals Are Weaponizing AI Technology",
      "description": "KELA threat-research report covering Deepfake video or image, Deepfake voice, and Exploit development. Indexed with Storm-2139, Financial Services, and Anthropic context.",
      "url": "https://www.kelacyber.com/resources/research/2025-ai-threat-report/",
      "publisher": "KELA",
      "published_at": "2025-03-25",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Companion source",
          "type": "source_lineage",
          "value": "src-080",
          "key": "source-lineage:src-080"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-24367",
          "key": "cve:cve-2025-24367"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Duplicate lineage",
          "type": "duplicate_group",
          "value": "dup-003",
          "key": "duplicate-group:dup-003"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "100% · medium confidence",
          "key": "metric:100-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "200% · medium confidence",
          "key": "metric:200-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "219% · medium confidence",
          "key": "metric:219-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "51% · medium confidence",
          "key": "metric:51-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "52% · medium confidence",
          "key": "metric:52-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "95% · medium confidence",
          "key": "metric:95-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "DeepSeek",
          "key": "llm-model:deepseek"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "GPT-4",
          "key": "llm-model:gpt-4"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Mistral / Mixtral",
          "key": "llm-model:mistral-/-mixtral"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "DeepSeek",
          "key": "llm-provider:deepseek"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Mistral AI",
          "key": "llm-provider:mistral-ai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "Evil-GPT",
          "key": "malicious-ai-tool:evil-gpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "FraudGPT",
          "key": "malicious-ai-tool:fraudgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "GhostGPT",
          "key": "malicious-ai-tool:ghostgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "KELA",
          "key": "publisher:kela"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "info.ke-la.com",
          "key": "publisher-domain:info.ke-la.com"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "kelacyber.com",
          "key": "publisher-domain:kelacyber.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Storm-2139",
          "key": "threat-group:storm-2139"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "STORM-2139",
          "key": "threat-group-identifier:storm-2139"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6780",
          "key": "threat-group-identifier:unc6780"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-111",
      "title": "2025 APT Report: Staying Ahead of the Modern Threat Landscape",
      "description": "Trend Micro threat-research report covering Reconnaissance and target research, Business email compromise, and Prompt injection. Indexed with Government context.",
      "url": "https://www.trendmicro.com/vinfo/de/security/news/cybercrime-and-digital-threats/2025-apt-report-staying-ahead-of-the-modern-threat-landscape",
      "publisher": "Trend Micro",
      "published_at": "2026-04-16",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "2026 Email · medium confidence",
          "key": "metric:2026-email-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Trend Micro",
          "key": "publisher:trend-micro"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "trendmicro.com",
          "key": "publisher-domain:trendmicro.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-096",
      "title": "2025 Cloud Threat Hunting and Defense Landscape",
      "description": "Recorded Future threat-research report covering Identity fraud and impersonation, Obfuscation and evasion, and Reconnaissance and target research. Indexed with APT28 / Fancy Bear, Cryptocurrency, and Hugging Face context.",
      "url": "https://www.recordedfuture.com/research/2025-cloud-threat-hunting-defense-landscape",
      "publisher": "Recorded Future",
      "published_at": "2025-10-24",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Espionage",
          "key": "actor-motivation:espionage"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation SalmonSlalom",
          "key": "campaign:operation-salmonslalom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Taiwan",
          "key": "country-or-region:taiwan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-26855",
          "key": "cve:cve-2021-26855"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-26857",
          "key": "cve:cve-2021-26857"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-26858",
          "key": "cve:cve-2021-26858"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-27065",
          "key": "cve:cve-2021-27065"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-43798",
          "key": "cve:cve-2021-43798"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-2868",
          "key": "cve:cve-2023-2868"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-3519",
          "key": "cve:cve-2023-3519"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-7102",
          "key": "cve:cve-2023-7102"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3400",
          "key": "cve:cve-2024-3400"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-0282",
          "key": "cve:cve-2025-0282"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-61882",
          "key": "cve:cve-2025-61882"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "approximately 1,400 accounts · medium confidence",
          "key": "metric:approximately-1-400-accounts-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "at least 1,494 individuals · medium confidence",
          "key": "metric:at-least-1-494-individuals-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "over 50 victims · medium confidence",
          "key": "metric:over-50-victims-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "30 days · medium confidence",
          "key": "metric:30-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "hopto[.]org",
          "key": "ioc:hopto-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "my5353[.]com",
          "key": "ioc:my5353-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "resource[.]infinityfreeapp[.]com",
          "key": "ioc:resource-.-infinityfreeapp-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "stayathomeclasses[.]com",
          "key": "ioc:stayathomeclasses-.-com"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Hugging Face",
          "key": "llm-provider:hugging-face"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "FatalRAT backdoor",
          "key": "malware-or-tool:fatalrat-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LAMEHUG",
          "key": "malware-or-tool:lamehug"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Recorded Future",
          "key": "publisher:recorded-future"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "recordedfuture.com",
          "key": "publisher-domain:recordedfuture.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Consumers or individuals",
          "key": "target:consumers-or-individuals"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT41",
          "key": "threat-group:apt41"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
          "key": "threat-group:scattered-spider"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT28",
          "key": "threat-group-identifier:apt28"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT41",
          "key": "threat-group-identifier:apt41"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "STORM-0501",
          "key": "threat-group-identifier:storm-0501"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC3944",
          "key": "threat-group-identifier:unc3944"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC4841",
          "key": "threat-group-identifier:unc4841"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Fake website or service",
          "key": "ttp:fake-website-or-service"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Password spraying",
          "key": "ttp:password-spraying"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-022",
      "title": "2025 Global Threat Landscape Report",
      "description": "Fortinet threat-research report covering Deepfake video or image, Identity fraud and impersonation, and Malware development. Indexed with APT28 / Fancy Bear, Critical Infrastructure, and OpenAI context.",
      "url": "https://www.fortinet.com/corporate/about-us/newsroom/press-releases/2025/fortinet-threat-report-reveals-record-surge-in-automated-cyberattacks",
      "publisher": "Fortinet",
      "published_at": "2025-04-28",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Espionage",
          "key": "actor-motivation:espionage"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2017-0147",
          "key": "cve:cve-2017-0147"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2017-18377",
          "key": "cve:cve-2017-18377"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2018-10561",
          "key": "cve:cve-2018-10561"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2019-18935",
          "key": "cve:cve-2019-18935"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2022-30525",
          "key": "cve:cve-2022-30525"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-1389",
          "key": "cve:cve-2023-1389"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-21887",
          "key": "cve:cve-2024-21887"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "2024, organizations · medium confidence",
          "key": "metric:2024-organizations-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$150, · medium confidence",
          "key": "metric:150-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.9% · medium confidence",
          "key": "metric:0.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.2% · medium confidence",
          "key": "metric:1.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.6% · medium confidence",
          "key": "metric:1.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10.5% · medium confidence",
          "key": "metric:10.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10.6% · medium confidence",
          "key": "metric:10.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11.1% · medium confidence",
          "key": "metric:11.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11.6% · medium confidence",
          "key": "metric:11.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11% · medium confidence",
          "key": "metric:11-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12.3% · medium confidence",
          "key": "metric:12.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12% · medium confidence",
          "key": "metric:12-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "13% · medium confidence",
          "key": "metric:13-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "14.7% · medium confidence",
          "key": "metric:14.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "14% · medium confidence",
          "key": "metric:14-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "16.7% · medium confidence",
          "key": "metric:16.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "16.71% · medium confidence",
          "key": "metric:16.71-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "16% · medium confidence",
          "key": "metric:16-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "17% · medium confidence",
          "key": "metric:17-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18.4% · medium confidence",
          "key": "metric:18.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18% · medium confidence",
          "key": "metric:18-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "19% · medium confidence",
          "key": "metric:19-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.1% · medium confidence",
          "key": "metric:2.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.5% · medium confidence",
          "key": "metric:2.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20.2% · medium confidence",
          "key": "metric:20.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21% · medium confidence",
          "key": "metric:21-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25.3% · medium confidence",
          "key": "metric:25.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "26.3% · medium confidence",
          "key": "metric:26.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "26.7% · medium confidence",
          "key": "metric:26.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "26% · medium confidence",
          "key": "metric:26-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.2% · medium confidence",
          "key": "metric:3.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.3% · medium confidence",
          "key": "metric:3.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.5% · medium confidence",
          "key": "metric:3.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "30% · medium confidence",
          "key": "metric:30-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "32% · medium confidence",
          "key": "metric:32-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "37% · medium confidence",
          "key": "metric:37-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "39% · medium confidence",
          "key": "metric:39-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42.4% · medium confidence",
          "key": "metric:42.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42% · medium confidence",
          "key": "metric:42-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "49% · medium confidence",
          "key": "metric:49-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5% · medium confidence",
          "key": "metric:5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "50% · medium confidence",
          "key": "metric:50-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "500% · medium confidence",
          "key": "metric:500-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "55% · medium confidence",
          "key": "metric:55-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.1% · medium confidence",
          "key": "metric:6.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.8% · medium confidence",
          "key": "metric:6.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6% · medium confidence",
          "key": "metric:6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "61% · medium confidence",
          "key": "metric:61-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "7.9% · medium confidence",
          "key": "metric:7.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "70% · medium confidence",
          "key": "metric:70-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.4% · medium confidence",
          "key": "metric:8.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8% · medium confidence",
          "key": "metric:8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "88% · medium confidence",
          "key": "metric:88-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "9% · medium confidence",
          "key": "metric:9-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "FraudGPT",
          "key": "malicious-ai-tool:fraudgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Cobalt Strike",
          "key": "malware-or-tool:cobalt-strike"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LockBit ransomware",
          "key": "malware-or-tool:lockbit-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Vidar",
          "key": "malware-or-tool:vidar"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1059",
          "key": "mitre-attack-id:t1059"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1078",
          "key": "mitre-attack-id:t1078"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1102",
          "key": "mitre-attack-id:t1102"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1190",
          "key": "mitre-attack-id:t1190"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1496",
          "key": "mitre-attack-id:t1496"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1556.004",
          "key": "mitre-attack-id:t1556.004"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Fortinet",
          "key": "publisher:fortinet"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "filestore.fortinet.com",
          "key": "publisher-domain:filestore.fortinet.com"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "fortinet.com",
          "key": "publisher-domain:fortinet.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT43 / Kimsuky",
          "key": "threat-group:apt43-/-kimsuky"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Lazarus Group",
          "key": "threat-group:lazarus-group"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "RansomHub",
          "key": "threat-group:ransomhub"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT28",
          "key": "threat-group-identifier:apt28"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT29",
          "key": "threat-group-identifier:apt29"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT73",
          "key": "threat-group-identifier:apt73"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0001",
          "key": "threat-group-identifier:ta0001"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0003",
          "key": "threat-group-identifier:ta0003"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0004",
          "key": "threat-group-identifier:ta0004"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0007",
          "key": "threat-group-identifier:ta0007"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0008",
          "key": "threat-group-identifier:ta0008"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA0011",
          "key": "threat-group-identifier:ta0011"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:crowdstrike.com:22b0f168c5b77a29",
      "title": "2025 Threat Hunting Report | CrowdStrike",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.crowdstrike.com/en-us/resources/reports/threat-hunting-report",
      "publisher": "Crowdstrike",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "CTI Research: Kubernetes & Cloud-Native Threat Landscape",
          "url": "https://1200km.com/articles/read/2026/2026-04-25-cti-research-kubernetes-and-cloud-native-threat-landscape-70373d6d7a87/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-040",
      "title": "2025 Unit 42 Global Incident Response Report: Social Engineering Edition",
      "description": "Palo Alto Networks Unit 42 operational CTI publication covering CAPTCHA bypass, Identity fraud and impersonation, and Reconnaissance and target research. Indexed with Financial Services and Anthropic context.",
      "url": "https://unit42.paloaltonetworks.com/2025-unit-42-global-incident-response-report-social-engineering-edition/",
      "publisher": "Palo Alto Networks Unit 42",
      "published_at": "2025-07-30",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Malicious advertisement",
          "key": "attack-vector:malicious-advertisement"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Smishing",
          "key": "attack-vector:smishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3400",
          "key": "cve:cve-2024-3400"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "2000 companies · medium confidence",
          "key": "metric:2000-companies-medium-confidence"
        },
        {
          "facet": "Extracted metric · Campaign Or Intrusion Duration",
          "type": "metric",
          "value": "40 minutes · medium confidence",
          "key": "metric:40-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "90 minutes · medium confidence",
          "key": "metric:90-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "23% · medium confidence",
          "key": "metric:23-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "35% · medium confidence",
          "key": "metric:35-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36% · medium confidence",
          "key": "metric:36-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "45% · medium confidence",
          "key": "metric:45-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "65% · medium confidence",
          "key": "metric:65-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "66% · medium confidence",
          "key": "metric:66-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "73% · medium confidence",
          "key": "metric:73-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Lumma",
          "key": "malware-or-tool:lumma"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Retail",
          "key": "sector:retail"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
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          "facet": "AI use case",
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          "facet": "AI use case",
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          "facet": "Attack vector",
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          "value": "Supply chain",
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          "facet": "Attack vector",
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          "facet": "Country or region",
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          "facet": "Extracted metric · Blast Radius",
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          "facet": "Extracted metric · Blast Radius",
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          "facet": "Extracted metric · Percentage",
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          "facet": "Extracted metric · Percentage",
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          "facet": "Impact",
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          "facet": "Impact",
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          "facet": "Impact",
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          "value": "Email",
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          "value": "Endpoint",
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          "facet": "Infrastructure",
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          "facet": "Kill Chain phase",
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          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
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          "facet": "MITRE tactic",
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          "key": "mitre-tactic:execution"
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          "facet": "MITRE tactic",
          "type": "mitre_tactic",
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          "facet": "MITRE tactic",
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          "value": "Impact",
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          "facet": "MITRE tactic",
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          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
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          "facet": "MITRE tactic",
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          "value": "Resource Development",
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        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT41",
          "key": "threat-group:apt41"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT42 / Charming Kitten",
          "key": "threat-group:apt42-/-charming-kitten"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT43 / Kimsuky",
          "key": "threat-group:apt43-/-kimsuky"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT41",
          "key": "threat-group-identifier:apt41"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT42",
          "key": "threat-group-identifier:apt42"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT43",
          "key": "threat-group-identifier:apt43"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "ai-security",
          "key": "used-by-topic:ai-security"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": [
        {
          "title": "AI in Cyberattacks: A Statistical CTI Study of 111 Publications",
          "url": "https://1200km.com/ai-attack-statistics/",
          "type": "research",
          "domain": "threat-intelligence"
        },
        {
          "title": "AI in Offensive Operations: How Threat Actors Use Artificial Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        },
        {
          "title": "AI Security Threat Landscape",
          "url": "https://1200km.com/ai-security-course/module-01.html",
          "type": "research",
          "domain": "ai-security"
        },
        {
          "title": "What AI-Assisted Offensive Work Actually Means for Your Detection Program: A Practitioner’s…",
          "url": "https://1200km.com/articles/read/2026/2026-04-18-what-ai-assisted-offensive-work-actually-means-for-your-detection-program-a-practitioner-s-9c27a8f40f12/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-015",
      "title": "Adversaries Leverage AI for Vulnerability Exploitation, Augmented Operations, and Initial Access",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering Autonomous or agentic intrusion, CAPTCHA bypass, and Deepfake video or image. Indexed with Financial Services and Anthropic context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/ai-vulnerability-exploitation-initial-access",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2026-05-12",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Autonomous or agentic intrusion",
          "key": "ai-use-case:autonomous-or-agentic-intrusion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation Overload",
          "key": "campaign:operation-overload"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "PromptFlux",
          "key": "malware-or-tool:promptflux"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "PROMPTSPY",
          "key": "malware-or-tool:promptspy"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0008.000",
          "key": "mitre-attack-id:t0008.000"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0008.005",
          "key": "mitre-attack-id:t0008.005"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0010.001",
          "key": "mitre-attack-id:t0010.001"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0016.001",
          "key": "mitre-attack-id:t0016.001"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0016.002",
          "key": "mitre-attack-id:t0016.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0021",
          "key": "mitre-attack-id:t0021"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0040",
          "key": "mitre-attack-id:t0040"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0054",
          "key": "mitre-attack-id:t0054"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0072",
          "key": "mitre-attack-id:t0072"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0088",
          "key": "mitre-attack-id:t0088"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0102",
          "key": "mitre-attack-id:t0102"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T0103",
          "key": "mitre-attack-id:t0103"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027.014",
          "key": "mitre-attack-id:t1027.014"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027.016",
          "key": "mitre-attack-id:t1027.016"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1090.003",
          "key": "mitre-attack-id:t1090.003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1566",
          "key": "mitre-attack-id:t1566"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1587.001",
          "key": "mitre-attack-id:t1587.001"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1587.004",
          "key": "mitre-attack-id:t1587.004"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.002",
          "key": "mitre-attack-id:t1588.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.005",
          "key": "mitre-attack-id:t1588.005"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.006",
          "key": "mitre-attack-id:t1588.006"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.007",
          "key": "mitre-attack-id:t1588.007"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1591.002",
          "key": "mitre-attack-id:t1591.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
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          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Vulnerability scanning",
          "key": "ttp:vulnerability-scanning"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-013",
      "title": "AI Enhancing Your Adversarial Emulation",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering Reconnaissance and target research, Supply-chain compromise, and Target research / OSINT. Indexed with Financial Services and Google context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/ai-enhancing-your-adversarial-emulation",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2024-11-15",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "120 users · medium confidence",
          "key": "metric:120-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "400 systems · medium confidence",
          "key": "metric:400-systems-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "900 users · medium confidence",
          "key": "metric:900-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "about 900 users · medium confidence",
          "key": "metric:about-900-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2% · medium confidence",
          "key": "metric:2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21% · medium confidence",
          "key": "metric:21-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "23% · medium confidence",
          "key": "metric:23-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "28% · medium confidence",
          "key": "metric:28-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "30% · medium confidence",
          "key": "metric:30-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "46% · medium confidence",
          "key": "metric:46-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "47% · medium confidence",
          "key": "metric:47-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "49% · medium confidence",
          "key": "metric:49-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-035",
      "title": "AI in the Middle: Turning Web-Based AI Services into C2 Proxies & The Future Of AI Driven Attacks - Check Point Research",
      "description": "Check Point forecast or strategic assessment covering CAPTCHA bypass, Command and control, and Malware development. Indexed with Critical Infrastructure and Anthropic context.",
      "url": "https://research.checkpoint.com/2026/ai-in-the-middle-turning-web-based-ai-services-into-c2-proxies-the-future-of-ai-driven-attacks/",
      "publisher": "Check Point",
      "published_at": "2026-02-17",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Command and control",
          "key": "ai-use-case:command-and-control"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Taiwan",
          "key": "country-or-region:taiwan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "11 systems · medium confidence",
          "key": "metric:11-systems-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
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          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "25 Endpoint · medium confidence",
          "key": "metric:25-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "26 Endpoint · medium confidence",
          "key": "metric:26-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 Minutes · medium confidence",
          "key": "metric:10-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12% · medium confidence",
          "key": "metric:12-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54% · medium confidence",
          "key": "metric:54-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "94% · medium confidence",
          "key": "metric:94-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "PoisonIvy malware",
          "key": "malware-or-tool:poisonivy-malware"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Script generation",
          "key": "ttp:script-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-014",
      "title": "AI-Powered Voice Spoofing for Next-Gen Vishing Attacks",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering CAPTCHA bypass, Deepfake video or image, and Deepfake voice. Indexed with Financial Services context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/ai-powered-voice-spoofing-vishing-attacks",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2024-07-24",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$200 million · medium confidence",
          "key": "metric:200-million-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:aicpa-cima.com:37b7301776ff052c",
      "title": "AICPA SOC suite overview",
      "description": "External source cited by 2 maintained 1200km pages.",
      "url": "https://www.aicpa-cima.com/soc",
      "publisher": "Aicpa CIMA",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "aicpa-cima.com",
          "key": "publisher-domain:aicpa-cima.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
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          "key": "used-by-type:documentation"
        },
        {
          "facet": "Used by content type",
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          "value": "guide",
          "key": "used-by-type:guide"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "platform-documentation",
          "key": "used-by-topic:platform-documentation"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "security-governance",
          "key": "used-by-topic:security-governance"
        }
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        {
          "title": "Cyber Knowledge Source Index",
          "url": "https://1200km.com/cyber-knowledge/sources/",
          "type": "documentation",
          "domain": "platform-documentation"
        },
        {
          "title": "Governance, Risk & Compliance (GRC)",
          "url": "https://1200km.com/cyber-knowledge/grc.html",
          "type": "guide",
          "domain": "security-governance"
        }
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    },
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      "title": "AIDebug 3.1 release notes in source",
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      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "network-security",
          "key": "used-by-topic:network-security"
        }
      ],
      "used_in": [
        {
          "title": "AIDebug 3.1 Full Release Review: From Binary Intake to String Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-08-13-aidebug-3-1-full-release-review/",
          "type": "article",
          "domain": "network-security"
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      ]
    },
    {
      "id": "site-reference:github.com:8b15681403540431",
      "title": "AIDebug 3.1 String Intelligence release notes",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/anpa1200/AIDebug/blob/main/docs/release-notes/v3.1.0.md",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
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        {
          "title": "Strings Analysis for Malware Analysis: Turning Binary Text into Defensible Hypotheses",
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          "type": "article",
          "domain": "malware-analysis"
        }
      ]
    },
    {
      "id": "site-reference:github.com:895b0b6df3eb36a2",
      "title": "AIDebug releases",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/anpa1200/AIDebug/releases",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "network-security",
          "key": "used-by-topic:network-security"
        }
      ],
      "used_in": [
        {
          "title": "AIDebug 3.1 Full Release Review: From Binary Intake to String Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-08-13-aidebug-3-1-full-release-review/",
          "type": "article",
          "domain": "network-security"
        }
      ]
    },
    {
      "id": "site-reference:github.com:786d85718bd80474",
      "title": "AIDebug safety model",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/anpa1200/AIDebug/blob/cd81ef242db0bcea3296970d45c241a4228d2d27/docs/safety-model.md",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "network-security",
          "key": "used-by-topic:network-security"
        }
      ],
      "used_in": [
        {
          "title": "AIDebug 3.1 Full Release Review: From Binary Intake to String Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-08-13-aidebug-3-1-full-release-review/",
          "type": "article",
          "domain": "network-security"
        }
      ]
    },
    {
      "id": "site-reference:github.com:8817bd691fb0803b",
      "title": "AIDebug validation plan",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/anpa1200/AIDebug/blob/cd81ef242db0bcea3296970d45c241a4228d2d27/docs/validation-plan.md",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "network-security",
          "key": "used-by-topic:network-security"
        }
      ],
      "used_in": [
        {
          "title": "AIDebug 3.1 Full Release Review: From Binary Intake to String Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-08-13-aidebug-3-1-full-release-review/",
          "type": "article",
          "domain": "network-security"
        }
      ]
    },
    {
      "id": "site-reference:akamai.com:e42e81a6f1bddd09",
      "title": "Akamai InfectedSlurs / Mirai zero-day",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.akamai.com/blog/security-research/new-rce-botnet-spreads-mirai-via-zero-days",
      "publisher": "Akamai",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "akamai.com",
          "key": "publisher-domain:akamai.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "application-security",
          "key": "used-by-topic:application-security"
        }
      ],
      "used_in": [
        {
          "title": "Comprehensive Cyber Intelligence Research: Attacks Against Embedded Systems, Hardware, Firmware…",
          "url": "https://1200km.com/articles/read/2026/2026-07-03-comprehensive-cyber-intelligence-research-attacks-against-embedded-systems-hardware-firmwa-8a151f8d5f1b/",
          "type": "article",
          "domain": "application-security"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-104",
      "title": "AkiraBot | AI-Powered Bot Bypasses CAPTCHAs, Spams Websites At Scale | SentinelOne",
      "description": "SentinelOne operational CTI publication covering CAPTCHA bypass, Malicious advertising, and Large language model. Indexed with Akira, Financial Services, and OpenAI context.",
      "url": "https://www.sentinelone.com/labs/akirabot-ai-powered-bot-bypasses-captchas-spams-websites-at-scale/",
      "publisher": "SentinelOne",
      "published_at": "2025-04-09",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Malicious advertisement",
          "key": "attack-vector:malicious-advertisement"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "11,000 domains · medium confidence",
          "key": "metric:11-000-domains-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "at least 80,000 websites · medium confidence",
          "key": "metric:at-least-80-000-websites-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "more than 400,000 websites · medium confidence",
          "key": "metric:more-than-400-000-websites-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "17 years · medium confidence",
          "key": "metric:17-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "4 years · medium confidence",
          "key": "metric:4-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "5 days · medium confidence",
          "key": "metric:5-days-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "akirateam[.]com",
          "key": "ioc:akirateam-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "bodis[.]com",
          "key": "ioc:bodis-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "firstpageprofs[.]com",
          "key": "ioc:firstpageprofs-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "getkira[.]info",
          "key": "ioc:getkira-.-info"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "go-servicewrap[.]com",
          "key": "ioc:go-servicewrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "gogoservicewrap[.]com",
          "key": "ioc:gogoservicewrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "goservicewrap[.]com",
          "key": "ioc:goservicewrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "joinnowkira[.]org",
          "key": "ioc:joinnowkira-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "joinservicewrap[.]com",
          "key": "ioc:joinservicewrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "joinuseakira[.]com",
          "key": "ioc:joinuseakira-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "kiraone[.]info",
          "key": "ioc:kiraone-.-info"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "letsgetcustomers[.]com",
          "key": "ioc:letsgetcustomers-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "loveservice-wrap[.]com",
          "key": "ioc:loveservice-wrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "mybkira[.]info",
          "key": "ioc:mybkira-.-info"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "onlyforyoursite[.]com",
          "key": "ioc:onlyforyoursite-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "searchengineboosters[.]com",
          "key": "ioc:searchengineboosters-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "service-wrap[.]com",
          "key": "ioc:service-wrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "servicewrap-go[.]com",
          "key": "ioc:servicewrap-go-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "servicewrapgo[.]com",
          "key": "ioc:servicewrapgo-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "servicewrapone[.]com",
          "key": "ioc:servicewrapone-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "theakirateam[.]com",
          "key": "ioc:theakirateam-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "topservicewrap[.]com",
          "key": "ioc:topservicewrap-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "useakira[.]com",
          "key": "ioc:useakira-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "usekiara[.]com",
          "key": "ioc:usekiara-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "useproakira[.]com",
          "key": "ioc:useproakira-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "usethatakira[.]com",
          "key": "ioc:usethatakira-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "wantkiara[.]info",
          "key": "ioc:wantkiara-.-info"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "wearetherealpros[.]com",
          "key": "ioc:wearetherealpros-.-com"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "09ec44b6d3555a0397142b4308825483b479bf5a",
          "key": "ioc:09ec44b6d3555a0397142b4308825483b479bf5a"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "0de065d58b367ffb28ce53bc1dc023f95a6d0b89",
          "key": "ioc:0de065d58b367ffb28ce53bc1dc023f95a6d0b89"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "13de9fcd4e7c36d32594924975b7ef2b91614556",
          "key": "ioc:13de9fcd4e7c36d32594924975b7ef2b91614556"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "2322964ea57312747ae9d1e918811201a0c86e9c",
          "key": "ioc:2322964ea57312747ae9d1e918811201a0c86e9c"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "253684ea43cb0456a6fec5728e1091ff8fcb27cf",
          "key": "ioc:253684ea43cb0456a6fec5728e1091ff8fcb27cf"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "36b4e424ce8082d7606bb9f677f97c0f594f254d",
          "key": "ioc:36b4e424ce8082d7606bb9f677f97c0f594f254d"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "3a443c72995254400da30fe203f3fbf287629969",
          "key": "ioc:3a443c72995254400da30fe203f3fbf287629969"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "3a7cc815b921166006f31c1065dadfeb8d5190e6",
          "key": "ioc:3a7cc815b921166006f31c1065dadfeb8d5190e6"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "4d24dd5c166fa471554ed781180e353e6b9642b7",
          "key": "ioc:4d24dd5c166fa471554ed781180e353e6b9642b7"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "51ec20e5356bbebd43c03faae56fca4c3bbe318e",
          "key": "ioc:51ec20e5356bbebd43c03faae56fca4c3bbe318e"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "55affc664472c4657c8534e0508636394eac8828",
          "key": "ioc:55affc664472c4657c8534e0508636394eac8828"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "5620b527dfc71e2ee7efb2e22a0441b60fd67b84",
          "key": "ioc:5620b527dfc71e2ee7efb2e22a0441b60fd67b84"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "5fde3180373c420cfa5cfdea7f227a1e1fe6936c",
          "key": "ioc:5fde3180373c420cfa5cfdea7f227a1e1fe6936c"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
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      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Disruption / destruction",
          "key": "actor-motivation:disruption-/-destruction"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
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          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
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        {
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          "key": "ai-technology:generative-ai"
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        {
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          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
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          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
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        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "GhostCall",
          "key": "campaign:ghostcall"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "GhostHire",
          "key": "campaign:ghosthire"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation SyncHole",
          "key": "campaign:operation-synchole"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Campaign Or Intrusion Duration",
          "type": "metric",
          "value": "2025 minute · medium confidence",
          "key": "metric:2025-minute-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "30 seconds · medium confidence",
          "key": "metric:30-seconds-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
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        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "alwayswait[.]site",
          "key": "ioc:alwayswait-.-site"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "autoupdate[.]online",
          "key": "ioc:autoupdate-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "autoupdate[.]xyz",
          "key": "ioc:autoupdate-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "awaitingfor[.]online",
          "key": "ioc:awaitingfor-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "awaitingfor[.]site",
          "key": "ioc:awaitingfor-.-site"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "bots[.]autoupdate[.]online",
          "key": "ioc:bots-.-autoupdate-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "chkactive[.]online",
          "key": "ioc:chkactive-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "chkstate[.]online",
          "key": "ioc:chkstate-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "commoncome[.]online",
          "key": "ioc:commoncome-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "datatabletemplate[.]xyz",
          "key": "ioc:datatabletemplate-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "filedrive[.]online",
          "key": "ioc:filedrive-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "firstfromsep[.]online",
          "key": "ioc:firstfromsep-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "image-support[.]xyz",
          "key": "ioc:image-support-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "instant-update[.]online",
          "key": "ioc:instant-update-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "longlastfor[.]online",
          "key": "ioc:longlastfor-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "readysafe[.]xyz",
          "key": "ioc:readysafe-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "real-update[.]xyz",
          "key": "ioc:real-update-.-xyz"
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        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "safefor[.]xyz",
          "key": "ioc:safefor-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "safeupload[.]online",
          "key": "ioc:safeupload-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "secondshop[.]online",
          "key": "ioc:secondshop-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security-update[.]xyz",
          "key": "ioc:security-update-.-xyz"
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        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "signsafe[.]site",
          "key": "ioc:signsafe-.-site"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "signsafe[.]xyz",
          "key": "ioc:signsafe-.-xyz"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "system-update[.]xyz",
          "key": "ioc:system-update-.-xyz"
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        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "video-meeting[.]online",
          "key": "ioc:video-meeting-.-online"
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        {
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        {
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        {
          "facet": "IOC · Md5",
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        {
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          "facet": "IOC · Md5",
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          "facet": "IOC · Md5",
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          "facet": "IOC · Md5",
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          "type": "ioc",
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        {
          "facet": "IOC · Md5",
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        {
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
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        {
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        {
          "facet": "IOC · Md5",
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        {
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        {
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        {
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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        {
          "facet": "IOC · Md5",
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          "key": "ioc:b567bfdaac131a2d8a23ad8fd450a31d"
        },
        {
          "facet": "IOC · Md5",
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          "key": "ioc:c42c7a2ea1c2f00dddb0cc4c8bfb5bcf"
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        {
          "facet": "IOC · Md5",
          "type": "ioc",
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          "key": "ioc:c446682f33641cff21083ac2ce477dbe"
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        {
          "facet": "IOC · Md5",
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          "value": "c6f0c8d41b9ad4f079161548d2435d80",
          "key": "ioc:c6f0c8d41b9ad4f079161548d2435d80"
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        {
          "facet": "IOC · Md5",
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          "key": "ioc:d63805e89053716b6ab93ce6decf8450"
        },
        {
          "facet": "IOC · Md5",
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          "key": "ioc:d8529855fab4b4aa6c2b34449cb3b9fb"
        },
        {
          "facet": "IOC · Md5",
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          "value": "de93e85199240de761a8ba0a56f0088d",
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        {
          "facet": "IOC · Md5",
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          "key": "ioc:e33f942cf1479ca8530a916868bad954"
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        {
          "facet": "IOC · Md5",
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        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "e9fdd703e60b31eb803b1b59985cabec",
          "key": "ioc:e9fdd703e60b31eb803b1b59985cabec"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "eda0525c078f5a216a977bc64e86160a",
          "key": "ioc:eda0525c078f5a216a977bc64e86160a"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "f1bad0efbd3bd5a4202fe740756f977a",
          "key": "ioc:f1bad0efbd3bd5a4202fe740756f977a"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "f1d2af27b13cd3424556b18dfd3cf83f",
          "key": "ioc:f1d2af27b13cd3424556b18dfd3cf83f"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "f8bb2528bf35f8c11fbc4369e68c4038",
          "key": "ioc:f8bb2528bf35f8c11fbc4369e68c4038"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "3dd226d0b700f33974f409142defb62a8cd172ae5f2eb9beb7f5750eb1702e2a",
          "key": "ioc:3dd226d0b700f33974f409142defb62a8cd172ae5f2eb9beb7f5750eb1702e2a"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4451ee8bc53ea7c148d8348bc7b82aca9977bdd31c0156dfe25c4a879a1d2190",
          "key": "ioc:4451ee8bc53ea7c148d8348bc7b82aca9977bdd31c0156dfe25c4a879a1d2190"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "5b77f83ecefa0e32ba922f61c9efff7f755ba51a010db844ca7e8ad3db28650a",
          "key": "ioc:5b77f83ecefa0e32ba922f61c9efff7f755ba51a010db844ca7e8ad3db28650a"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "71b743c529f0b27735f7774a0903cb908edc93423b60fe9be49a3729982d0e8d",
          "key": "ioc:71b743c529f0b27735f7774a0903cb908edc93423b60fe9be49a3729982d0e8d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a6c1a7ce43b029a1ef4ae69b26f745440ecce8368c89f11ac999d4ed04a31572",
          "key": "ioc:a6c1a7ce43b029a1ef4ae69b26f745440ecce8368c89f11ac999d4ed04a31572"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b3cc15c1033de79024f9cf3cd6a6a7a9b7e54a1a57d3156036f5c05f541694b7",
          "key": "ioc:b3cc15c1033de79024f9cf3cd6a6a7a9b7e54a1a57d3156036f5c05f541694b7"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b494a0ae421afe170f6cb9de2c1193a78fbe16f627f85139676afc5d9bfe93a2",
          "key": "ioc:b494a0ae421afe170f6cb9de2c1193a78fbe16f627f85139676afc5d9bfe93a2"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "c4db903322d17c8cbf1d1db55124854c0b070d6ece54162b6a4d06df24c572df",
          "key": "ioc:c4db903322d17c8cbf1d1db55124854c0b070d6ece54162b6a4d06df24c572df"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "GPT-4",
          "key": "llm-model:gpt-4"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "CoolClient backdoor",
          "key": "malware-or-tool:coolclient-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "DownTroy malware",
          "key": "malware-or-tool:downtroy-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "KANDYKORN malware",
          "key": "malware-or-tool:kandykorn-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "KONNI malware",
          "key": "malware-or-tool:konni-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "NightLedger backdoor",
          "key": "malware-or-tool:nightledger-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "ObjCShellZ malware",
          "key": "malware-or-tool:objcshellz-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "RooTroy backdoor",
          "key": "malware-or-tool:rootroy-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "RustBucket malware",
          "key": "malware-or-tool:rustbucket-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "SugarLoader malware",
          "key": "malware-or-tool:sugarloader-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "SysPhon malware",
          "key": "malware-or-tool:sysphon-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "SysPhone backdoor",
          "key": "malware-or-tool:sysphone-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "TeamsClutch malware",
          "key": "malware-or-tool:teamsclutch-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "TripleWatch stealer",
          "key": "malware-or-tool:triplewatch-stealer"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Kaspersky GReAT",
          "key": "publisher:kaspersky-great"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "securelist.com",
          "key": "publisher-domain:securelist.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT43 / Kimsuky",
          "key": "threat-group:apt43-/-kimsuky"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "BlueNoroff",
          "key": "threat-group:bluenoroff"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Lazarus Group",
          "key": "threat-group:lazarus-group"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT38",
          "key": "threat-group-identifier:apt38"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA444",
          "key": "threat-group-identifier:ta444"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC1549",
          "key": "threat-group-identifier:unc1549"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
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          "type": "cve",
          "value": "CVE-2023-1389",
          "key": "cve:cve-2023-1389"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-36845",
          "key": "cve:cve-2023-36845"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-38035",
          "key": "cve:cve-2023-38035"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-42793",
          "key": "cve:cve-2023-42793"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-0012",
          "key": "cve:cve-2024-0012"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-24919",
          "key": "cve:cve-2024-24919"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3272",
          "key": "cve:cve-2024-3272"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3273",
          "key": "cve:cve-2024-3273"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3400",
          "key": "cve:cve-2024-3400"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-36401",
          "key": "cve:cve-2024-36401"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-4577",
          "key": "cve:cve-2024-4577"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "193 countries · medium confidence",
          "key": "metric:193-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "2024 systems · medium confidence",
          "key": "metric:2024-systems-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "499 users · medium confidence",
          "key": "metric:499-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "5 Email · medium confidence",
          "key": "metric:5-email-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "50 users · medium confidence",
          "key": "metric:50-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "more than 100,000 users · medium confidence",
          "key": "metric:more-than-100-000-users-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "2024 YEAR · medium confidence",
          "key": "metric:2024-year-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$15 · medium confidence",
          "key": "metric:15-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11% · medium confidence",
          "key": "metric:11-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12% · medium confidence",
          "key": "metric:12-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "14% · medium confidence",
          "key": "metric:14-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "16% · medium confidence",
          "key": "metric:16-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "17% · medium confidence",
          "key": "metric:17-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18% · medium confidence",
          "key": "metric:18-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "19% · medium confidence",
          "key": "metric:19-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2% · medium confidence",
          "key": "metric:2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22 % · medium confidence",
          "key": "metric:22-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "24% · medium confidence",
          "key": "metric:24-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25% · medium confidence",
          "key": "metric:25-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "26% · medium confidence",
          "key": "metric:26-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "31% · medium confidence",
          "key": "metric:31-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "32% · medium confidence",
          "key": "metric:32-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36% · medium confidence",
          "key": "metric:36-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "44% · medium confidence",
          "key": "metric:44-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "48% · medium confidence",
          "key": "metric:48-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5% · medium confidence",
          "key": "metric:5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "50% · medium confidence",
          "key": "metric:50-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "53% · medium confidence",
          "key": "metric:53-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "57% · medium confidence",
          "key": "metric:57-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "58% · medium confidence",
          "key": "metric:58-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6% · medium confidence",
          "key": "metric:6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "69% · medium confidence",
          "key": "metric:69-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "7% · medium confidence",
          "key": "metric:7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "70% · medium confidence",
          "key": "metric:70-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.5% · medium confidence",
          "key": "metric:8.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8% · medium confidence",
          "key": "metric:8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "9% · medium confidence",
          "key": "metric:9-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BianLian ransomware",
          "key": "malware-or-tool:bianlian-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BlackBasta ransomware",
          "key": "malware-or-tool:blackbasta-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Cobalt Strike",
          "key": "malware-or-tool:cobalt-strike"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LockBit ransomware",
          "key": "malware-or-tool:lockbit-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Mimikatz",
          "key": "malware-or-tool:mimikatz"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Cisco Talos",
          "key": "publisher:cisco-talos"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "blog.talosintelligence.com",
          "key": "publisher-domain:blog.talosintelligence.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Legal Services",
          "key": "sector:legal-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Manufacturing",
          "key": "sector:manufacturing"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Nonprofit / NGO",
          "key": "sector:nonprofit-/-ngo"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Akira",
          "key": "threat-group:akira"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Black Basta",
          "key": "threat-group:black-basta"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Lazarus Group",
          "key": "threat-group:lazarus-group"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "RansomHub",
          "key": "threat-group:ransomhub"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
          "key": "threat-group:scattered-spider"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT28",
          "key": "threat-group-identifier:apt28"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT29",
          "key": "threat-group-identifier:apt29"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
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        {
          "facet": "Country or region",
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          "key": "country-or-region:north-korea"
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        {
          "facet": "Country or region",
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          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
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        {
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          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
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        {
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          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
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        {
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          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
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        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "365 accounts · medium confidence",
          "key": "metric:365-accounts-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "55 countries · medium confidence",
          "key": "metric:55-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "2 minutes · medium confidence",
          "key": "metric:2-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "62 minutes · medium confidence",
          "key": "metric:62-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Breakout Time",
          "type": "metric",
          "value": "7 seconds · medium confidence",
          "key": "metric:7-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "31 seconds · medium confidence",
          "key": "metric:31-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "110% · medium confidence",
          "key": "metric:110-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "29% · medium confidence",
          "key": "metric:29-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42% · medium confidence",
          "key": "metric:42-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "71% · medium confidence",
          "key": "metric:71-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "73% · medium confidence",
          "key": "metric:73-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "76% · medium confidence",
          "key": "metric:76-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "84% · medium confidence",
          "key": "metric:84-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "88% · medium confidence",
          "key": "metric:88-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
          "key": "threat-group:scattered-spider"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-058",
      "title": "CrowdStrike 2024 Threat Hunting Report: Executive Summary",
      "description": "CrowdStrike threat-research report covering Obfuscation and evasion, Data exfiltration, and Defense evasion. Indexed with Scattered Spider and Financial Services context.",
      "url": "https://www.crowdstrike.com/en-us/press-releases/2024-crowdstrike-threat-hunting-report-highlights-nation-states-exploits/",
      "publisher": "CrowdStrike",
      "published_at": "2024-08-20",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "102% · medium confidence",
          "key": "metric:102-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "109% · medium confidence",
          "key": "metric:109-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "14% · medium confidence",
          "key": "metric:14-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "141% · medium confidence",
          "key": "metric:141-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "160% · medium confidence",
          "key": "metric:160-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2% · medium confidence",
          "key": "metric:2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25% · medium confidence",
          "key": "metric:25-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "29% · medium confidence",
          "key": "metric:29-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36% · medium confidence",
          "key": "metric:36-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "41% · medium confidence",
          "key": "metric:41-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42% · medium confidence",
          "key": "metric:42-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "43% · medium confidence",
          "key": "metric:43-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "44% · medium confidence",
          "key": "metric:44-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "51% · medium confidence",
          "key": "metric:51-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "52% · medium confidence",
          "key": "metric:52-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "55% · medium confidence",
          "key": "metric:55-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "57% · medium confidence",
          "key": "metric:57-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "58% · medium confidence",
          "key": "metric:58-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "7% · medium confidence",
          "key": "metric:7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "70% · medium confidence",
          "key": "metric:70-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "82% · medium confidence",
          "key": "metric:82-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "84% · medium confidence",
          "key": "metric:84-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "86% · medium confidence",
          "key": "metric:86-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "93% · medium confidence",
          "key": "metric:93-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "94% · medium confidence",
          "key": "metric:94-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Hospitality",
          "key": "sector:hospitality"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Technology",
          "key": "sector:technology"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Consumers or individuals",
          "key": "target:consumers-or-individuals"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
          "key": "threat-group:scattered-spider"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-061",
      "title": "CrowdStrike 2025 Threat Hunting Report: AI Becomes a Weapon and a Target",
      "description": "CrowdStrike threat-research report covering Deepfake video or image, Identity fraud and impersonation, and Malware development. Indexed with APT42 / Charming Kitten, Financial Services, and Anthropic context.",
      "url": "https://www.crowdstrike.com/en-us/blog/crowdstrike-2025-threat-hunting-report-ai-weapon-target/",
      "publisher": "CrowdStrike",
      "published_at": "2025-08-04",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "25 Endpoint · medium confidence",
          "key": "metric:25-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "26 Endpoint · medium confidence",
          "key": "metric:26-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "over 320 companies · medium confidence",
          "key": "metric:over-320-companies-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 Minutes · medium confidence",
          "key": "metric:10-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "24 hours · medium confidence",
          "key": "metric:24-hours-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "130% · medium confidence",
          "key": "metric:130-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "136% · medium confidence",
          "key": "metric:136-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "185% · medium confidence",
          "key": "metric:185-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "220% · medium confidence",
          "key": "metric:220-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "71% · medium confidence",
          "key": "metric:71-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "73% · medium confidence",
          "key": "metric:73-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "81% · medium confidence",
          "key": "metric:81-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "94% · medium confidence",
          "key": "metric:94-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "GenAI-built malware",
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        {
          "facet": "MITRE tactic",
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          "facet": "MITRE tactic",
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          "value": "Execution",
          "key": "mitre-tactic:execution"
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          "facet": "MITRE tactic",
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          "value": "Exfiltration",
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          "facet": "MITRE tactic",
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          "facet": "MITRE tactic",
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          "facet": "MITRE tactic",
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          "facet": "Publication date method",
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          "key": "publication-date-method:text"
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          "facet": "Publication date precision",
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          "key": "publication-date-precision:day"
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          "facet": "Publisher",
          "type": "publisher",
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          "key": "publisher:crowdstrike"
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        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
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          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
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          "facet": "Retrieval method",
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          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
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        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
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        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
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          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
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          "facet": "Statistical use",
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          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
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          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
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          "facet": "Threat group",
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          "value": "APT42 / Charming Kitten",
          "key": "threat-group:apt42-/-charming-kitten"
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          "facet": "Threat group",
          "type": "threat_group",
          "value": "Famous Chollima",
          "key": "threat-group:famous-chollima"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
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          "facet": "TTP",
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          "key": "ttp:credential-harvesting"
        },
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          "facet": "TTP",
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        },
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          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
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          "facet": "TTP",
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          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
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          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
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          "facet": "TTP",
          "type": "ttp",
          "value": "Ransomware deployment",
          "key": "ttp:ransomware-deployment"
        },
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          "facet": "TTP",
          "type": "ttp",
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          "key": "ttp:script-generation"
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        {
          "facet": "TTP",
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          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
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          "value": "Voice phishing / vishing",
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          "facet": "Used by content type",
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          "value": "Delivery",
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          "key": "kill-chain-phase:exploitation"
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          "facet": "LLM model",
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          "value": "Claude",
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          "value": "Anthropic",
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          "value": "DarkGate",
          "key": "malware-or-tool:darkgate"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Proofpoint",
          "key": "publisher:proofpoint"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "proofpoint.com",
          "key": "publisher-domain:proofpoint.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
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        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
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        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
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          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA473",
          "key": "threat-group-identifier:ta473"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA577",
          "key": "threat-group-identifier:ta577"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
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      ],
      "used_in": []
    },
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      "publisher": "MISP Project",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
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        {
          "facet": "Used by content type",
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          "value": "article",
          "key": "used-by-type:article"
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        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
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          "title": "The Intelligent Shield. OpenCTI",
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      "id": "site-reference:cybereason.com:a94e1de4a5ffa6b9",
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      "url": "https://www.cybereason.com/press/cybereason-uncovers-massive-state-sponsored-espionage-operation-leveraging-privately-owned-critical-infrastructure-companies",
      "publisher": "Cybereason",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
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          "facet": "Used by content type",
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          "value": "article",
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        {
          "facet": "Used by topic",
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      "inclusion": "site",
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          "value": "cybereason.com",
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          "facet": "Used by content type",
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        {
          "facet": "Used by topic",
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          "value": "cloud-security",
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          "facet": "Used by topic",
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      "id": "site-reference:cyberscoop.com:601ff10f2f13ac7b",
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      "published_at": null,
      "inclusion": "site",
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          "facet": "Publisher domain",
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      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
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          "key": "used-by-type:article"
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        {
          "facet": "Used by topic",
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    {
      "id": "ai-attack-reference:pub-073",
      "title": "Cyberthreat Predictions for 2025: An Annual Perspective from FortiGuard Labs",
      "description": "Fortinet forecast or strategic assessment covering Deepfake video or image, Identity fraud and impersonation, and Malware development. Indexed with APT28 / Fancy Bear and Critical Infrastructure context.",
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      "publisher": "Fortinet",
      "published_at": "2024-11-21",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Disruption / destruction",
          "key": "actor-motivation:disruption-/-destruction"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
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        },
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          "facet": "AI use case",
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          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
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        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "4.76 days · medium confidence",
          "key": "metric:4.76-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$22 Million · medium confidence",
          "key": "metric:22-million-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "43% · medium confidence",
          "key": "metric:43-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "65% · medium confidence",
          "key": "metric:65-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "78% · medium confidence",
          "key": "metric:78-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "80% · medium confidence",
          "key": "metric:80-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "90% · medium confidence",
          "key": "metric:90-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BlackSuit ransomware",
          "key": "malware-or-tool:blacksuit-ransomware"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Fortinet",
          "key": "publisher:fortinet"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "fortinet.com",
          "key": "publisher-domain:fortinet.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat assessment, forecast, or red-team study",
          "key": "relevance-basis:threat-assessment-forecast-or-red-team-study"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Energy",
          "key": "sector:energy"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Manufacturing",
          "key": "sector:manufacturing"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "forecast or strategic assessment",
          "key": "source-type:forecast-or-strategic-assessment"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_only",
          "key": "statistical-use:context-only"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
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        {
          "facet": "Infrastructure",
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          "value": "Endpoint",
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          "facet": "Kill Chain phase",
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      "url": "https://detect.fyi/threat-hunting-suspicious-windows-service-names-2f0dceea204c?gi=c740198b0229",
      "publisher": "Detect",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "detect.fyi",
          "key": "publisher-domain:detect.fyi"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
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      ],
      "used_in": [
        {
          "title": "Single-Event Detection Rules in Cybersecurity",
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          "domain": "detection-engineering"
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      ]
    },
    {
      "id": "ai-attack-reference:pub-051",
      "title": "Detecting and countering malicious uses of Claude: March 2025",
      "description": "Anthropic provider or government report covering Identity fraud and impersonation, Influence operations, and Malware development. Indexed with Artificial Intelligence and Anthropic context.",
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      "publisher": "Anthropic",
      "published_at": "2025-04-23",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
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        {
          "facet": "AI relevance",
          "type": "ai_relevance",
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          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
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        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Anthropic",
          "key": "publisher:anthropic"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "anthropic.com",
          "key": "publisher-domain:anthropic.com"
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        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
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          "value": "Direct",
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        },
        {
          "facet": "Review requirement",
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          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
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        {
          "facet": "Sector",
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          "value": "Artificial Intelligence",
          "key": "sector:artificial-intelligence"
        },
        {
          "facet": "Sector",
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          "value": "Financial Services",
          "key": "sector:financial-services"
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        {
          "facet": "Sector",
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          "value": "Government",
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        },
        {
          "facet": "Source type",
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          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
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        {
          "facet": "Target",
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          "value": "Consumers or individuals",
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        {
          "facet": "Target",
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        {
          "facet": "TTP",
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        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
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        {
          "facet": "Used by topic",
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          "value": "threat-intelligence",
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          "facet": "Year",
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    },
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      "id": "ai-attack-reference:pub-052",
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          "type": "ai_relevance",
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          "facet": "AI technology",
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          "facet": "AI use case",
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        {
          "facet": "Country or region",
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          "value": "Vietnam",
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          "facet": "Data type",
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        {
          "facet": "Data type",
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        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
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          "facet": "Evidence inventory",
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          "facet": "Evidence landscape",
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          "key": "evidence-landscape:forecast-or-prediction"
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        {
          "facet": "Evidence landscape",
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        {
          "facet": "Evidence quality",
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          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
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        {
          "facet": "Extracted metric · Financial Value",
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        },
        {
          "facet": "Extracted metric · Financial Value",
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          "value": "$400 · medium confidence",
          "key": "metric:400-medium-confidence"
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        {
          "facet": "Extracted metric · Financial Value",
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        {
          "facet": "Impact",
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          "value": "Data theft or exfiltration",
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        {
          "facet": "Impact",
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          "value": "Financial fraud",
          "key": "impact:financial-fraud"
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        {
          "facet": "Impact",
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          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
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          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
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        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
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        {
          "facet": "Infrastructure",
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          "key": "infrastructure:email"
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        {
          "facet": "Kill Chain phase",
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          "key": "kill-chain-phase:actions-on-objectives"
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          "facet": "Kill Chain phase",
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          "value": "Reconnaissance",
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          "facet": "MITRE tactic",
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          "facet": "MITRE tactic",
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          "facet": "MITRE tactic",
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        {
          "facet": "Publisher",
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          "value": "Anthropic",
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        {
          "facet": "Publisher domain",
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          "key": "publisher-domain:anthropic.com"
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          "facet": "Relevance basis",
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          "facet": "Retrieval method",
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        {
          "facet": "Review requirement",
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          "facet": "Sector",
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          "value": "Cryptocurrency",
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          "facet": "Sector",
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        {
          "facet": "Sector",
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          "facet": "Sector",
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        {
          "facet": "Sector",
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          "key": "sector:telecommunications"
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          "facet": "Source type",
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          "facet": "Statistical use",
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          "facet": "Target",
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          "value": "Developers",
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          "facet": "Target",
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        {
          "facet": "Target",
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          "facet": "TTP",
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          "value": "Data exfiltration",
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        {
          "facet": "Used by content type",
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          "facet": "Used by content type",
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        {
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          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        },
        {
          "title": "What AI-Assisted Offensive Work Actually Means for Your Detection Program: A Practitioner’s…",
          "url": "https://1200km.com/articles/read/2026/2026-04-18-what-ai-assisted-offensive-work-actually-means-for-your-detection-program-a-practitioner-s-9c27a8f40f12/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-025",
      "title": "Disrupting malicious uses of AI: June 2025",
      "description": "OpenAI operational CTI publication covering Influence operations. Indexed with OpenAI context.",
      "url": "https://openai.com/global-affairs/disrupting-malicious-uses-of-ai-june-2025/",
      "publisher": "OpenAI",
      "published_at": "2025-06-05",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Espionage",
          "key": "actor-motivation:espionage"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "OpenAI",
          "key": "publisher:openai"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "openai.com",
          "key": "publisher-domain:openai.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Jina Reader Proxy",
          "key": "retrieval-method:jina-reader-proxy"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": [
        {
          "title": "AI in Cyberattacks: A Statistical CTI Study of 111 Publications",
          "url": "https://1200km.com/ai-attack-statistics/",
          "type": "research",
          "domain": "threat-intelligence"
        },
        {
          "title": "AI in Offensive Operations: How Threat Actors Use Artificial Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-026",
      "title": "Disrupting malicious uses of AI: October 2025",
      "description": "OpenAI operational CTI publication covering Influence operations. Indexed with OpenAI context.",
      "url": "https://openai.com/global-affairs/disrupting-malicious-uses-of-ai-october-2025/",
      "publisher": "OpenAI",
      "published_at": "2025-10-07",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "85b6659ca9e463e0750d31659f8e4cb4",
          "key": "ioc:85b6659ca9e463e0750d31659f8e4cb4"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "ab11d2d0849ad9544249bf7b77ee46fe",
          "key": "ioc:ab11d2d0849ad9544249bf7b77ee46fe"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "dba2f0e83ba4615a71894fd7fd1656e1",
          "key": "ioc:dba2f0e83ba4615a71894fd7fd1656e1"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "ff8ab22ad273ff79a4c9840f0c209fe6",
          "key": "ioc:ff8ab22ad273ff79a4c9840f0c209fe6"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "OpenAI",
          "key": "publisher:openai"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "openai.com",
          "key": "publisher-domain:openai.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Jina Reader Proxy",
          "key": "retrieval-method:jina-reader-proxy"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": [
        {
          "title": "AI in Offensive Operations: How Threat Actors Use Artificial Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-049",
      "title": "Disrupting the first reported AI-orchestrated cyber espionage campaign",
      "description": "Anthropic provider or government report covering Autonomous or agentic intrusion, Exploit development, and Malware development. Indexed with Financial Services and Anthropic context.",
      "url": "https://www.anthropic.com/news/disrupting-AI-espionage",
      "publisher": "Anthropic",
      "published_at": "2025-11-13",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Espionage",
          "key": "actor-motivation:espionage"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Autonomous or agentic intrusion",
          "key": "ai-use-case:autonomous-or-agentic-intrusion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Companion source",
          "type": "source_lineage",
          "value": "src-053",
          "key": "source-lineage:src-053"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Duplicate lineage",
          "type": "duplicate_group",
          "value": "dup-004",
          "key": "duplicate-group:dup-004"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Campaign Or Intrusion Duration",
          "type": "metric",
          "value": "20 minutes · medium confidence",
          "key": "metric:20-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Campaign Or Intrusion Duration",
          "type": "metric",
          "value": "6 hours · medium confidence",
          "key": "metric:6-hours-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 minutes · medium confidence",
          "key": "metric:10-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "4 hours · medium confidence",
          "key": "metric:4-hours-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "90% · medium confidence",
          "key": "metric:90-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Anthropic",
          "key": "publisher:anthropic"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "anthropic.com",
          "key": "publisher-domain:anthropic.com"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "www-cdn.anthropic.com",
          "key": "publisher-domain:www-cdn.anthropic.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Manufacturing",
          "key": "sector:manufacturing"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Consumers or individuals",
          "key": "target:consumers-or-individuals"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
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          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "site-governance",
          "key": "used-by-topic:site-governance"
        }
      ],
      "used_in": [
        {
          "title": "Cyberattacks on 4G/LTE Telecom Networks: Threat Mapping and Defense",
          "url": "https://1200km.com/articles/read/2025/2025-07-20-cyberattacks-on-4g-lte-telecom-networks-threat-mapping-and-defense-bd0e7fe76f54/",
          "type": "article",
          "domain": "site-governance"
        }
      ]
    },
    {
      "id": "site-reference:elastic.co:44d6233568c79b04",
      "title": "elastic.co/guide/en/elasticsearch/reference/current/eql.html",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.elastic.co/guide/en/elasticsearch/reference/current/eql.html",
      "publisher": "Elastic",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "elastic.co",
          "key": "publisher-domain:elastic.co"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "From Threat Intelligence to Detection: A Practitioner’s Guide",
          "url": "https://1200km.com/articles/read/2026/2026-04-14-from-threat-intelligence-to-detection-a-practitioner-s-guide-2d930b168426/",
          "type": "article",
          "domain": "detection-engineering"
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      ]
    },
    {
      "id": "ai-attack-reference:pub-004",
      "title": "Emerging AI Threats: The Future of Automated Operations",
      "description": "Recorded Future threat-research report covering Code debugging and scripting, Deepfake video or image, and Identity fraud and impersonation. Indexed with Critical Infrastructure and Anthropic context.",
      "url": "https://www.recordedfuture.com/research/emerging-ai-threats-future-of-automated-operations",
      "publisher": "Recorded Future",
      "published_at": "2025-08",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Code debugging and scripting",
          "key": "ai-use-case:code-debugging-and-scripting"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Companion source",
          "type": "source_lineage",
          "value": "src-099",
          "key": "source-lineage:src-099"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Duplicate lineage",
          "type": "duplicate_group",
          "value": "dup-001",
          "key": "duplicate-group:dup-001"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "80 countries · medium confidence",
          "key": "metric:80-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 years · medium confidence",
          "key": "metric:15-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25% · medium confidence",
          "key": "metric:25-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "FraudGPT",
          "key": "malicious-ai-tool:fraudgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LAMEHUG",
          "key": "malware-or-tool:lamehug"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Month",
          "key": "publication-date-precision:month"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Recorded Future",
          "key": "publisher:recorded-future"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "assets.recordedfuture.com",
          "key": "publisher-domain:assets.recordedfuture.com"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "recordedfuture.com",
          "key": "publisher-domain:recordedfuture.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-100",
      "title": "Emerging Enterprise Security Risks of AI",
      "description": "Recorded Future threat-research report covering Malware development, Data exfiltration, and Prompt injection.",
      "url": "https://www.recordedfuture.com/research/emerging-enterprise-security-risks-of-ai",
      "publisher": "Recorded Future",
      "published_at": null,
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "50% · medium confidence",
          "key": "metric:50-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Unknown",
          "key": "publication-date-method:unknown"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Unknown",
          "key": "publication-date-precision:unknown"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Recorded Future",
          "key": "publisher:recorded-future"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "recordedfuture.com",
          "key": "publisher-domain:recordedfuture.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "Unknown",
          "key": "year:unknown"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-114",
      "title": "Emerging threats: The intersection of criminal and technological innovation in the use of automation and artificial intelligence in the cybercrime landscape of Southeast Asia",
      "description": "UNODC government or law-enforcement publication covering CAPTCHA bypass, Deepfake video or image, and Deepfake voice. Indexed with FunkSec, Cryptocurrency, and OpenAI context.",
      "url": "https://www.unodc.org/roseap/uploads/documents/Publications/2025/UNODC_Report_Emerging_threats_-_The_intersection_of_criminal_and_technological_innovation_in_the_use_of_automation_and_AI.pdf",
      "publisher": "UNODC",
      "published_at": "2025-09",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Smishing",
          "key": "attack-vector:smishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "43 countries · medium confidence",
          "key": "metric:43-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "6 companies · medium confidence",
          "key": "metric:6-companies-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "85 Victim · medium confidence",
          "key": "metric:85-victim-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "11 day · medium confidence",
          "key": "metric:11-day-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "20 seconds · medium confidence",
          "key": "metric:20-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "30 minutes · medium confidence",
          "key": "metric:30-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "64 Year · medium confidence",
          "key": "metric:64-year-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "US $25 million · medium confidence",
          "key": "metric:us-25-million-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "US $494,000 · medium confidence",
          "key": "metric:us-494-000-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "US$118,000 · medium confidence",
          "key": "metric:us-118-000-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "AkiraBot",
          "key": "malware-or-tool:akirabot"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "FunkSec",
          "key": "malware-or-tool:funksec"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Month",
          "key": "publication-date-precision:month"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "UNODC",
          "key": "publisher:unodc"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unodc.org",
          "key": "publisher-domain:unodc.org"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "official advisory, fraud alert, or regional threat report",
          "key": "relevance-basis:official-advisory-fraud-alert-or-regional-threat-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Hospitality",
          "key": "sector:hospitality"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Technology",
          "key": "sector:technology"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "government or law-enforcement publication",
          "key": "source-type:government-or-law-enforcement-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_incident",
          "key": "statistical-use:context-or-incident"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Consumers or individuals",
          "key": "target:consumers-or-individuals"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "FunkSec",
          "key": "threat-group:funksec"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Fake website or service",
          "key": "ttp:fake-website-or-service"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-092",
      "title": "Emerging Trends in AI-Related Cyberthreats in 2025 - Rapid7 Blog",
      "description": "Rapid7 threat-research report covering Deepfake video or image, Identity fraud and impersonation, and Influence operations. Indexed with APT28 / Fancy Bear and Hugging Face context.",
      "url": "https://www.rapid7.com/blog/post/emerging-trends-in-ai-related-cyberthreats-in-2025-impacts-on-organizational-cybersecurity/",
      "publisher": "Rapid7",
      "published_at": "2025-06-23",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation ASTERIX",
          "key": "campaign:operation-asterix"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
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          "facet": "Extracted metric · Percentage",
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        {
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          "key": "mitre-tactic:initial-access"
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          "type": "mitre_tactic",
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      "publisher": "Attack Mitre",
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          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Smishing",
          "key": "attack-vector:smishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Companion source",
          "type": "source_lineage",
          "value": "src-039",
          "key": "source-lineage:src-039"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Duplicate lineage",
          "type": "duplicate_group",
          "value": "dup-002",
          "key": "duplicate-group:dup-002"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Hugging Face",
          "key": "llm-provider:hugging-face"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BIGMACHO backdoor",
          "key": "malware-or-tool:bigmacho-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Cobalt Strike",
          "key": "malware-or-tool:cobalt-strike"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LAMEHUG",
          "key": "malware-or-tool:lamehug"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "PromptFlux",
          "key": "malware-or-tool:promptflux"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "PromptSteal",
          "key": "malware-or-tool:promptsteal"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "QuietVault",
          "key": "malware-or-tool:quietvault"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Security researchers",
          "key": "target:security-researchers"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT41",
          "key": "threat-group:apt41"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT42 / Charming Kitten",
          "key": "threat-group:apt42-/-charming-kitten"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "UNC1069",
          "key": "threat-group:unc1069"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT28",
          "key": "threat-group-identifier:apt28"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT41",
          "key": "threat-group-identifier:apt41"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT42",
          "key": "threat-group-identifier:apt42"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC1069",
          "key": "threat-group-identifier:unc1069"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC4899",
          "key": "threat-group-identifier:unc4899"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Script generation",
          "key": "ttp:script-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": [
        {
          "title": "AI in Offensive Operations: How Threat Actors Use Artificial Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        },
        {
          "title": "CTI Research: MuddyWater/Seedworm (Mango Sandstorm)",
          "url": "https://1200km.com/articles/read/2026/2026-03-09-cti-research-muddywater-seedworm-mango-sandstorm-ebf6af5ba061/",
          "type": "article",
          "domain": "threat-intelligence"
        },
        {
          "title": "What AI-Assisted Offensive Work Actually Means for Your Detection Program: A Practitioner’s…",
          "url": "https://1200km.com/articles/read/2026/2026-04-18-what-ai-assisted-offensive-work-actually-means-for-your-detection-program-a-practitioner-s-9c27a8f40f12/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-018",
      "title": "GTIG AI Threat Tracker: Distillation, Experimentation, and (Continued) Integration of AI for Adversarial Use",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering Identity fraud and impersonation, Malware development, and Obfuscation and evasion. Indexed with APT31, Cryptocurrency, and DeepSeek context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/distillation-experimentation-integration-ai-adversarial-use",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2026-02-13",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
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          "facet": "AI use case",
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          "facet": "Attack vector",
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          "facet": "Country or region",
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          "facet": "Country or region",
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          "facet": "Country or region",
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          "facet": "Country or region",
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          "facet": "Data type",
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          "facet": "Evidence landscape",
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          "facet": "Infrastructure",
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        {
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        },
        {
          "facet": "IOC · Sha256",
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          "key": "ioc:86ea22f95841f79ff10391858c1f38f8a694adf625a5d7cc49e47903c55dc8a8"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
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          "value": "Command and Control",
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        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BlackBasta ransomware",
          "key": "malware-or-tool:blackbasta-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "DarkGate",
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        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "NetSupport",
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        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "NetSupport RAT",
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        },
        {
          "facet": "MITRE tactic",
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          "value": "Collection",
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        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
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        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "IBM X-Force",
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        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "ibm.com",
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        },
        {
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        },
        {
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        },
        {
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          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
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        },
        {
          "facet": "Source type",
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          "facet": "Target",
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          "value": "Executives",
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        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA571",
          "key": "threat-group-identifier:ta571"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA577",
          "key": "threat-group-identifier:ta577"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
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          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
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          "facet": "Year",
          "type": "year",
          "value": "2025",
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        }
      ],
      "used_in": []
    },
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      "id": "site-reference:hkcert.org:7d49d95aeb3ac792",
      "title": "HKCERT, Phishing Alert — Public should be vigilant against fraudulent video conference scam using AI Deepfake technology",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.hkcert.org/security-bulletin/phishing-alert-phishing-campaigns-targeting-instagram-backup-codes-to-bypass-2fa-on-the-rise_20240207",
      "publisher": "Hkcert",
      "published_at": null,
      "inclusion": "site",
      "tags": [
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        },
        {
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    {
      "id": "site-reference:xplg.com:c65d9c3d05e71494",
      "title": "Home *Log management & analysis automations. Simple, optimized & cost-effective. Try free log parser, collectors, forwarding…*xplg.com",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://xplg.com",
      "publisher": "XPLG",
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      "inclusion": "site",
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          "domain": "identity-security"
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    {
      "id": "ai-attack-reference:pub-064",
      "title": "How adversaries are using GenAI for social engineering attacks",
      "description": "CrowdStrike threat-research report covering Deepfake video or image, Phishing and lure generation, and Business email compromise. Indexed with Famous Chollima and Anthropic context.",
      "url": "https://www.crowdstrike.com/en-us/resources/articles/crowdstrike-2025-global-threat-report-genai-powers-social-engineering/",
      "publisher": "CrowdStrike",
      "published_at": "2025",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
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        },
        {
          "facet": "AI technology",
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          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
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        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
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          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
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          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 days · medium confidence",
          "key": "metric:15-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$25.6 million · medium confidence",
          "key": "metric:25.6-million-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12% · medium confidence",
          "key": "metric:12-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54% · medium confidence",
          "key": "metric:54-medium-confidence"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "GoldPickaxe malware",
          "key": "malware-or-tool:goldpickaxe-malware"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Year",
          "key": "publication-date-precision:year"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Famous Chollima",
          "key": "threat-group:famous-chollima"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-062",
      "title": "How CrowdStrike Hunts, Identifies and Defeats Cloud-Focused Threats",
      "description": "CrowdStrike threat-research report covering Obfuscation and evasion, Vulnerability research, and Obfuscation. Indexed with APT29 / Cozy Bear, Financial Services, and Anthropic context.",
      "url": "https://www.crowdstrike.com/en-us/blog/how-crowdstrike-hunts-identifies-and-defeats-cloud-threats/",
      "publisher": "CrowdStrike",
      "published_at": "2024-09-26",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "25 Endpoint · medium confidence",
          "key": "metric:25-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "26 Endpoint · medium confidence",
          "key": "metric:26-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 Minutes · medium confidence",
          "key": "metric:10-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "110% · medium confidence",
          "key": "metric:110-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "29% · medium confidence",
          "key": "metric:29-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "94% · medium confidence",
          "key": "metric:94-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Scattered Spider",
          "key": "threat-group:scattered-spider"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-063",
      "title": "How cyber adversaries use GenAI in vulnerability research and cloud operations",
      "description": "CrowdStrike threat-research report covering Exploit development, Vulnerability research, and Prompt injection. Indexed with Critical Infrastructure context.",
      "url": "https://www.crowdstrike.com/en-us/resources/articles/crowdstrike-2025-global-threat-report-genai-exploits-cloud-attacks/",
      "publisher": "CrowdStrike",
      "published_at": "2025",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3400",
          "key": "cve:cve-2024-3400"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 days · medium confidence",
          "key": "metric:15-days-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Year",
          "key": "publication-date-precision:year"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CrowdStrike",
          "key": "publisher:crowdstrike"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "crowdstrike.com",
          "key": "publisher-domain:crowdstrike.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:docs.aws.amazon.com:e739b30dd3b05617",
      "title": "How EKS Pod Identity works | AWS Documentation",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://docs.aws.amazon.com/eks/latest/userguide/pod-id-how-it-works.html",
      "publisher": "DOCS AWS Amazon",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "docs.aws.amazon.com",
          "key": "publisher-domain:docs.aws.amazon.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "CTI Research: Kubernetes & Cloud-Native Threat Landscape",
          "url": "https://1200km.com/articles/read/2026/2026-04-25-cti-research-kubernetes-and-cloud-native-threat-landscape-70373d6d7a87/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-091",
      "title": "How LLMs Like WormGPT Are Reshaping Cybercrime in 2025",
      "description": "Rapid7 threat-research report covering Deepfake video or image, Exploit development, and Identity fraud and impersonation. Indexed with Critical Infrastructure and Hugging Face context.",
      "url": "https://www.rapid7.com/blog/post/ai-goes-on-offense-how-llms-are-redefining-the-cybercrime-landscape/",
      "publisher": "Rapid7",
      "published_at": "2025-06-26",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Disruption / destruction",
          "key": "actor-motivation:disruption-/-destruction"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation ASTERIX",
          "key": "campaign:operation-asterix"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "95% · medium confidence",
          "key": "metric:95-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Grok",
          "key": "llm-model:grok"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Mistral / Mixtral",
          "key": "llm-model:mistral-/-mixtral"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Hugging Face",
          "key": "llm-provider:hugging-face"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Mistral AI",
          "key": "llm-provider:mistral-ai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "xAI",
          "key": "llm-provider:xai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "DarkBERT",
          "key": "malicious-ai-tool:darkbert"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "FraudGPT",
          "key": "malicious-ai-tool:fraudgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
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        {
          "facet": "Infrastructure",
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        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Defanged Domain",
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          "facet": "TTP",
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          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "UK Government",
          "key": "publisher:uk-government"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "ncsc.gov.uk",
          "key": "publisher-domain:ncsc.gov.uk"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-033",
      "title": "Impersonated GenAI Site Lures Victims to Infostealer Download - Check Point Research",
      "description": "Check Point provider or government report covering Identity fraud and impersonation, Obfuscation and evasion, and Command and control. Indexed with Cryptocurrency and Google context.",
      "url": "https://research.checkpoint.com/2025/impersonated-kling-ai-site-installs-malware/",
      "publisher": "Check Point",
      "published_at": "2025-05-20",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Fake AI website",
          "key": "attack-vector:fake-ai-website"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Malicious advertisement",
          "key": "attack-vector:malicious-advertisement"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Taiwan",
          "key": "country-or-region:taiwan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "ai-kling[.]com",
          "key": "ioc:ai-kling-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "facebook[.]com",
          "key": "ioc:facebook-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "kingaimediapro[.]com",
          "key": "ioc:kingaimediapro-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "kingaiplus[.]com",
          "key": "ioc:kingaiplus-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "kingaitext[.]com",
          "key": "ioc:kingaitext-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "kingaivideotext[.]com",
          "key": "ioc:kingaivideotext-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingaieditor[.]com",
          "key": "ioc:klingaieditor-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingaimedia[.]com",
          "key": "ioc:klingaimedia-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingaistudio[.]com",
          "key": "ioc:klingaistudio-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klings-ai[.]com",
          "key": "ioc:klings-ai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingturbo[.]com",
          "key": "ioc:klingturbo-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingxai[.]com",
          "key": "ioc:klingxai-.-com"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "06d9d60ddbe835abc5b16911a35732cc9b56ea9425de210961a15d465823978f",
          "key": "ioc:06d9d60ddbe835abc5b16911a35732cc9b56ea9425de210961a15d465823978f"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "0c9228983fbd928ac94c057a00d744d6be4bd4c1b39d1465b7d955b7d35bf496",
          "key": "ioc:0c9228983fbd928ac94c057a00d744d6be4bd4c1b39d1465b7d955b7d35bf496"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1e66ebaef295c2a32245162979d167cebad1fece51b7cdb6a6c3a1d705befa6b",
          "key": "ioc:1e66ebaef295c2a32245162979d167cebad1fece51b7cdb6a6c3a1d705befa6b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "2588fdfa7417d617df2d31eddea710d0f964008abc2f4860cdff588ab9786d0a",
          "key": "ioc:2588fdfa7417d617df2d31eddea710d0f964008abc2f4860cdff588ab9786d0a"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "2d5e01cfacdf9f900b51b0539e0809f22ce1859eac0886866af35a2eb2dc2d42",
          "key": "ioc:2d5e01cfacdf9f900b51b0539e0809f22ce1859eac0886866af35a2eb2dc2d42"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "30e26f4fd7cb0ac626950bb01e01a2c02e277727d1d3ec94286a44af262f37cf",
          "key": "ioc:30e26f4fd7cb0ac626950bb01e01a2c02e277727d1d3ec94286a44af262f37cf"
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        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "39d771c12bd5da15d3fb63905df1e2c4c7c12b8f77c630a35b247c418950eafe",
          "key": "ioc:39d771c12bd5da15d3fb63905df1e2c4c7c12b8f77c630a35b247c418950eafe"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "3fba4a0942244e9c3ad25a57a21f91b06f8732a2ca36da948ae5f0afa51dc72b",
          "key": "ioc:3fba4a0942244e9c3ad25a57a21f91b06f8732a2ca36da948ae5f0afa51dc72b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4bbaf3ececd53bc4028723e87b1669268a6fadc4d480590c2d59bb4322a17de7",
          "key": "ioc:4bbaf3ececd53bc4028723e87b1669268a6fadc4d480590c2d59bb4322a17de7"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "5200b27726c0be8e6f34a3920fbd5d40aeaec460169b1f3c7a174ebeee6553d9",
          "key": "ioc:5200b27726c0be8e6f34a3920fbd5d40aeaec460169b1f3c7a174ebeee6553d9"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "557becfcc7eccaa5a7368a6d5583404af26aadede2c345d6070e6e9fab44a641",
          "key": "ioc:557becfcc7eccaa5a7368a6d5583404af26aadede2c345d6070e6e9fab44a641"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "699e348260ae5b60cd822325f1c4bf2c793f6f25001357856c58520a9af10987",
          "key": "ioc:699e348260ae5b60cd822325f1c4bf2c793f6f25001357856c58520a9af10987"
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        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "7035b5ba24146db537eedb1f05e6cad1775f9f5e81306f72422c03b288f75448",
          "key": "ioc:7035b5ba24146db537eedb1f05e6cad1775f9f5e81306f72422c03b288f75448"
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        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "732aa8ed8ca9a12f4bfc29a693ec3eba74ed1b2d00de4296180d91b86d09747b",
          "key": "ioc:732aa8ed8ca9a12f4bfc29a693ec3eba74ed1b2d00de4296180d91b86d09747b"
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        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "839371cd5a5d66828ac9524182769371dede9606826ad7c22c3bb18fb2ee91cb",
          "key": "ioc:839371cd5a5d66828ac9524182769371dede9606826ad7c22c3bb18fb2ee91cb"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "9dab2badfdae86963b2f13ce8942fe78dd66ec497f8d82dd40c0cb5bec4fb2a7",
          "key": "ioc:9dab2badfdae86963b2f13ce8942fe78dd66ec497f8d82dd40c0cb5bec4fb2a7"
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        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a5baceb97a2be17fdd0c282292ebb0b5a56a555013a4c8fffcc2335c504780fb",
          "key": "ioc:a5baceb97a2be17fdd0c282292ebb0b5a56a555013a4c8fffcc2335c504780fb"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b33e162a78b7b8e7dbbab5d1572d63814077fa524067ce79c37f52441b8bd384",
          "key": "ioc:b33e162a78b7b8e7dbbab5d1572d63814077fa524067ce79c37f52441b8bd384"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "beeea592251a0a205b3bdb34802bd2f4f5181ee38226a05ec468a86be44e9508",
          "key": "ioc:beeea592251a0a205b3bdb34802bd2f4f5181ee38226a05ec468a86be44e9508"
        },
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      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.intel.com/content/www/us/en/developer/articles/technical/software-security-guidance/advisory-guidance/gather-data-sampling.html",
      "publisher": "Intel",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "intel.com",
          "key": "publisher-domain:intel.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "application-security",
          "key": "used-by-topic:application-security"
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      "used_in": [
        {
          "title": "Comprehensive Cyber Intelligence Research: Attacks Against Embedded Systems, Hardware, Firmware…",
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      "id": "site-reference:intel.com:08d67a9f8836a781",
      "title": "Intel® 64 and IA-32 Architectures Software Developer Manuals",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.intel.com/content/www/us/en/developer/articles/technical/intel-sdm.html",
      "publisher": "Intel",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "intel.com",
          "key": "publisher-domain:intel.com"
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          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "malware-analysis",
          "key": "used-by-topic:malware-analysis"
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      "used_in": [
        {
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          "domain": "malware-analysis"
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    },
    {
      "id": "ai-attack-reference:pub-074",
      "title": "International scientific report on the safety of advanced AI: interim report - GOV.UK",
      "description": "UK Government forecast or strategic assessment covering Deepfake video or image, Deepfake voice, and Identity fraud and impersonation. Indexed with Artificial Intelligence and Anthropic context.",
      "url": "https://www.gov.uk/government/publications/international-scientific-report-on-the-safety-of-advanced-ai/international-scientific-report-on-the-safety-of-advanced-ai-interim-report",
      "publisher": "UK Government",
      "published_at": "2025-10-22",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Computer vision / OCR",
          "key": "ai-technology:computer-vision-/-ocr"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "European Union",
          "key": "country-or-region:european-union"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "10 Countries · medium confidence",
          "key": "metric:10-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "3 system · medium confidence",
          "key": "metric:3-system-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "30 countries · medium confidence",
          "key": "metric:30-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "10 years · medium confidence",
          "key": "metric:10-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 years · medium confidence",
          "key": "metric:15-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "16 months · medium confidence",
          "key": "metric:16-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "2 months · medium confidence",
          "key": "metric:2-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "2 years · medium confidence",
          "key": "metric:2-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "20 months · medium confidence",
          "key": "metric:20-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "3 years · medium confidence",
          "key": "metric:3-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "5 years · medium confidence",
          "key": "metric:5-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "50 days · medium confidence",
          "key": "metric:50-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "6 months · medium confidence",
          "key": "metric:6-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "8 months · medium confidence",
          "key": "metric:8-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$15,000 · medium confidence",
          "key": "metric:15-000-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$700k · medium confidence",
          "key": "metric:700k-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.5% · medium confidence",
          "key": "metric:1.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "135% · medium confidence",
          "key": "metric:135-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2% · medium confidence",
          "key": "metric:2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21% · medium confidence",
          "key": "metric:21-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22% · medium confidence",
          "key": "metric:22-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "26% · medium confidence",
          "key": "metric:26-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "30% · medium confidence",
          "key": "metric:30-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "38% · medium confidence",
          "key": "metric:38-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "42.5% · medium confidence",
          "key": "metric:42.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "50% · medium confidence",
          "key": "metric:50-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54% · medium confidence",
          "key": "metric:54-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60% · medium confidence",
          "key": "metric:60-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "80% · medium confidence",
          "key": "metric:80-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "84.3% · medium confidence",
          "key": "metric:84.3-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Ipv4",
          "type": "ioc",
          "value": "5.2.1.1",
          "key": "ioc:5.2.1.1"
        },
        {
          "facet": "IOC · Ipv4",
          "type": "ioc",
          "value": "5.2.1.2",
          "key": "ioc:5.2.1.2"
        },
        {
          "facet": "IOC · Ipv4",
          "type": "ioc",
          "value": "5.2.3.2",
          "key": "ioc:5.2.3.2"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "075b051ec3d22dac7b33f788da631fd4",
          "key": "ioc:075b051ec3d22dac7b33f788da631fd4"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "077e29b11be80ab57e1a2ecabb7da330",
          "key": "ioc:077e29b11be80ab57e1a2ecabb7da330"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "1457c0d6bfcb4967418bfb8ac142f64a",
          "key": "ioc:1457c0d6bfcb4967418bfb8ac142f64a"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "294a8ed24b1ad22ec2e7efea049b8737",
          "key": "ioc:294a8ed24b1ad22ec2e7efea049b8737"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "3c44405d619a6920384a45bce876b41e",
          "key": "ioc:3c44405d619a6920384a45bce876b41e"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "3f5ee243547dee91fbd053c1c4a845aa",
          "key": "ioc:3f5ee243547dee91fbd053c1c4a845aa"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "41c542dfe6e4fc3deb251d64cf6ed2e4",
          "key": "ioc:41c542dfe6e4fc3deb251d64cf6ed2e4"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "4496bf24afe7fab6f046bf4923da8de6",
          "key": "ioc:4496bf24afe7fab6f046bf4923da8de6"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "462211f67c7d858f663355eff93b745e",
          "key": "ioc:462211f67c7d858f663355eff93b745e"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "61d77652c97ef636343742fc3dcf3ba9",
          "key": "ioc:61d77652c97ef636343742fc3dcf3ba9"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "65699726a3c601b9f31bf04019c8593c",
          "key": "ioc:65699726a3c601b9f31bf04019c8593c"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "6b493230205f780e1bc26945df7481e5",
          "key": "ioc:6b493230205f780e1bc26945df7481e5"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "757b505cfd34c64c85ca5b5690ee5293",
          "key": "ioc:757b505cfd34c64c85ca5b5690ee5293"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "9d2682367c3935defcb1f9e247a97c0d",
          "key": "ioc:9d2682367c3935defcb1f9e247a97c0d"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "9d5609613524ecf4f15af0f7b31abca4",
          "key": "ioc:9d5609613524ecf4f15af0f7b31abca4"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "9d89448b63ce1e2e8dc7af72c984c196",
          "key": "ioc:9d89448b63ce1e2e8dc7af72c984c196"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "ad1f8bb9b51f023cdc80cf94bb615aa9",
          "key": "ioc:ad1f8bb9b51f023cdc80cf94bb615aa9"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "adf7ee2dcf142b0e11888e72b43fcb75",
          "key": "ioc:adf7ee2dcf142b0e11888e72b43fcb75"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "b8b9c74ac526fffbeb2d39ab038d1cd7",
          "key": "ioc:b8b9c74ac526fffbeb2d39ab038d1cd7"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "c26820b8a4c1b3c2aa868d6d57e14a79",
          "key": "ioc:c26820b8a4c1b3c2aa868d6d57e14a79"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "c74956ffb38ba48ed6ce977af6727275",
          "key": "ioc:c74956ffb38ba48ed6ce977af6727275"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "d76d8deea9c19cc9aaf2237d2bf2f785",
          "key": "ioc:d76d8deea9c19cc9aaf2237d2bf2f785"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "de8ba9b01c9ab7cbabf5c33b80b7bbc618857627",
          "key": "ioc:de8ba9b01c9ab7cbabf5c33b80b7bbc618857627"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "GPT-4",
          "key": "llm-model:gpt-4"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Llama",
          "key": "llm-model:llama"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Mistral / Mixtral",
          "key": "llm-model:mistral-/-mixtral"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Meta",
          "key": "llm-provider:meta"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Mistral AI",
          "key": "llm-provider:mistral-ai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "xAI",
          "key": "llm-provider:xai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "FraudGPT",
          "key": "malicious-ai-tool:fraudgpt"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "UK Government",
          "key": "publisher:uk-government"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "gov.uk",
          "key": "publisher-domain:gov.uk"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat assessment, forecast, or red-team study",
          "key": "relevance-basis:threat-assessment-forecast-or-red-team-study"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Artificial Intelligence",
          "key": "sector:artificial-intelligence"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Energy",
          "key": "sector:energy"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Hospitality",
          "key": "sector:hospitality"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Legal Services",
          "key": "sector:legal-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Nonprofit / NGO",
          "key": "sector:nonprofit-/-ngo"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Technology",
          "key": "sector:technology"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "forecast or strategic assessment",
          "key": "source-type:forecast-or-strategic-assessment"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_only",
          "key": "statistical-use:context-only"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "AI researchers and experts",
          "key": "target:ai-researchers-and-experts"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Consumers or individuals",
          "key": "target:consumers-or-individuals"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-078",
      "title": "Internet Crime Complaint Center (IC3) | Criminals Use Generative Artificial Intelligence to Facilitate Financial Fraud",
      "description": "FBI IC3 government or law-enforcement publication covering Identity fraud and impersonation, Phishing link or attachment, and Spearphishing. Indexed with Cryptocurrency context.",
      "url": "https://www.ic3.gov/PSA/2024/PSA241203",
      "publisher": "FBI IC3",
      "published_at": "2024-12-03",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "FBI IC3",
          "key": "publisher:fbi-ic3"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "ic3.gov",
          "key": "publisher-domain:ic3.gov"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "official advisory, fraud alert, or regional threat report",
          "key": "relevance-basis:official-advisory-fraud-alert-or-regional-threat-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "government or law-enforcement publication",
          "key": "source-type:government-or-law-enforcement-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_incident",
          "key": "statistical-use:context-or-incident"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2024",
          "key": "year:2024"
        }
      ],
      "used_in": [
        {
          "title": "AI in Cyberattacks: A Statistical CTI Study of 111 Publications",
          "url": "https://1200km.com/ai-attack-statistics/",
          "type": "research",
          "domain": "threat-intelligence"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-079",
      "title": "INTERPOL report finds AI linked to more than half of cybercrime in Africa",
      "description": "INTERPOL government or law-enforcement publication covering Deepfake video or image, Reconnaissance and target research, and Business email compromise. Indexed with Financial Services context.",
      "url": "https://www.interpol.int/News-and-Events/News/2026/INTERPOL-report-finds-AI-linked-to-more-than-half-of-cybercrime-in-Africa",
      "publisher": "INTERPOL",
      "published_at": "2026-08-03",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation Contender",
          "key": "campaign:operation-contender"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation Red Card",
          "key": "campaign:operation-red-card"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation Sentinel",
          "key": "campaign:operation-sentinel"
        },
        {
          "facet": "Campaign",
          "type": "campaign",
          "value": "Operation Serengeti",
          "key": "campaign:operation-serengeti"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "17 countries · medium confidence",
          "key": "metric:17-countries-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "INTERPOL",
          "key": "publisher:interpol"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "interpol.int",
          "key": "publisher-domain:interpol.int"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "official advisory, fraud alert, or regional threat report",
          "key": "relevance-basis:official-advisory-fraud-alert-or-regional-threat-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
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          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "832 accounts · medium confidence",
          "key": "metric:832-accounts-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "11 months · medium confidence",
          "key": "metric:11-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.7% · medium confidence",
          "key": "metric:0.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12% · medium confidence",
          "key": "metric:12-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.4% · medium confidence",
          "key": "metric:2.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.8% · medium confidence",
          "key": "metric:2.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22.5% · medium confidence",
          "key": "metric:22.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "30.3% · medium confidence",
          "key": "metric:30.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "33.5% · medium confidence",
          "key": "metric:33.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "33% · medium confidence",
          "key": "metric:33-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54.8% · medium confidence",
          "key": "metric:54.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54.9% · medium confidence",
          "key": "metric:54.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "55.9% · medium confidence",
          "key": "metric:55.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "56.1% · medium confidence",
          "key": "metric:56.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "56% · medium confidence",
          "key": "metric:56-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.2% · medium confidence",
          "key": "metric:6.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.5% · medium confidence",
          "key": "metric:6.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "64.7% · medium confidence",
          "key": "metric:64.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "69% · medium confidence",
          "key": "metric:69-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.6% · medium confidence",
          "key": "metric:8.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.7% · medium confidence",
          "key": "metric:8.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.9% · medium confidence",
          "key": "metric:8.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "80% · medium confidence",
          "key": "metric:80-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "84.4% · medium confidence",
          "key": "metric:84.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "99% · medium confidence",
          "key": "metric:99-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1003",
          "key": "mitre-attack-id:t1003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1005",
          "key": "mitre-attack-id:t1005"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1020",
          "key": "mitre-attack-id:t1020"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1021",
          "key": "mitre-attack-id:t1021"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1021.004",
          "key": "mitre-attack-id:t1021.004"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027",
          "key": "mitre-attack-id:t1027"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1055",
          "key": "mitre-attack-id:t1055"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1078.003",
          "key": "mitre-attack-id:t1078.003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1087",
          "key": "mitre-attack-id:t1087"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1210",
          "key": "mitre-attack-id:t1210"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1505.003",
          "key": "mitre-attack-id:t1505.003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1560",
          "key": "mitre-attack-id:t1560"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1562",
          "key": "mitre-attack-id:t1562"
        },
        {
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          "value": "T1566",
          "key": "mitre-attack-id:t1566"
        },
        {
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          "value": "T1587",
          "key": "mitre-attack-id:t1587"
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        {
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          "type": "mitre_attack_id",
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          "key": "mitre-attack-id:t1587.001"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Anthropic",
          "key": "publisher:anthropic"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "anthropic.com",
          "key": "publisher-domain:anthropic.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
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        },
        {
          "facet": "Review requirement",
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          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
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        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
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        {
          "facet": "Sector",
          "type": "sector",
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          "facet": "Source type",
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          "facet": "Statistical use",
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          "facet": "Target",
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        },
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          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
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          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
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        },
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          "facet": "TTP",
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          "facet": "TTP",
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          "facet": "TTP",
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          "facet": "TTP",
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          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
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          "value": "Spearphishing",
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        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security[.]flavregurads[.]com",
          "key": "ioc:security-.-flavregurads-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security[.]flheregurend[.]com",
          "key": "ioc:security-.-flheregurend-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security[.]flqaergwaard[.]com",
          "key": "ioc:security-.-flqaergwaard-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security[.]flsaregursd[.]com",
          "key": "ioc:security-.-flsaregursd-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "security[.]gueradflwre[.]com",
          "key": "ioc:security-.-gueradflwre-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "strike-submit[.]com",
          "key": "ioc:strike-submit-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "submit-appeal[.]com",
          "key": "ioc:submit-appeal-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "support-review[.]org",
          "key": "ioc:support-review-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "tdsworkout[.]com",
          "key": "ioc:tdsworkout-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "theguardshield[.]com",
          "key": "ioc:theguardshield-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "trust-review[.]org",
          "key": "ioc:trust-review-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "xoiiasdpsdoasdpojas[.]com",
          "key": "ioc:xoiiasdpsdoasdpojas-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "xpoalswwkjddsljsy[.]com",
          "key": "ioc:xpoalswwkjddsljsy-.-com"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "13f0bf908679bea560806fd3c14ef581b3cadbab2ff07a6adf04d97995924707",
          "key": "ioc:13f0bf908679bea560806fd3c14ef581b3cadbab2ff07a6adf04d97995924707"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b0c9d619256fdf220fbb39945fac5a040b5e836f1eae0459b4fcbf2b451420a7",
          "key": "ioc:b0c9d619256fdf220fbb39945fac5a040b5e836f1eae0459b4fcbf2b451420a7"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "bc2508708feb0ccc652494f8e28620bd871a8b6e1d26c7cdd61ab070f2594bbc",
          "key": "ioc:bc2508708feb0ccc652494f8e28620bd871a8b6e1d26c7cdd61ab070f2594bbc"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "c9026ffc02f11204ac1eb1183376a5cee74f7897d948bdcd59c06f31de2671fa",
          "key": "ioc:c9026ffc02f11204ac1eb1183376a5cee74f7897d948bdcd59c06f31de2671fa"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "ccdd8a6dc97eeba07e586f059eae7944dd767519f2c3b2233ff90d3dc4e8e3f0",
          "key": "ioc:ccdd8a6dc97eeba07e586f059eae7944dd767519f2c3b2233ff90d3dc4e8e3f0"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "ff14b28408121ebe4a5d0c2f14b9dc99e987e89b56392dc214481197d4815456",
          "key": "ioc:ff14b28408121ebe4a5d0c2f14b9dc99e987e89b56392dc214481197d4815456"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "DanaBot",
          "key": "malware-or-tool:danabot"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "DarkGate",
          "key": "malware-or-tool:darkgate"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Lumma",
          "key": "malware-or-tool:lumma"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Remcos",
          "key": "malware-or-tool:remcos"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Rhadamanthys",
          "key": "malware-or-tool:rhadamanthys"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Screenshotter",
          "key": "malware-or-tool:screenshotter"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Proofpoint",
          "key": "publisher:proofpoint"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "proofpoint.com",
          "key": "publisher-domain:proofpoint.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "TA547",
          "key": "threat-group:ta547"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA2541",
          "key": "threat-group-identifier:ta2541"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA547",
          "key": "threat-group-identifier:ta547"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA571",
          "key": "threat-group-identifier:ta571"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA585",
          "key": "threat-group-identifier:ta585"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA866",
          "key": "threat-group-identifier:ta866"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malicious advertising",
          "key": "ttp:malicious-advertising"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-031",
      "title": "OPWNAI : Cybercriminals Starting to Use ChatGPT - Check Point Research",
      "description": "Check Point provider or government report covering Malware development, Malware generation, and Phishing link or attachment. Indexed with Cryptocurrency and OpenAI context.",
      "url": "https://research.checkpoint.com/2023/opwnai-cybercriminals-starting-to-use-chatgpt/",
      "publisher": "Check Point",
      "published_at": "2023-01-06",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Taiwan",
          "key": "country-or-region:taiwan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Check Point",
          "key": "publisher:check-point"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "research.checkpoint.com",
          "key": "publisher-domain:research.checkpoint.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2023",
          "key": "year:2023"
        }
      ],
      "used_in": [
        {
          "title": "AI in Cyberattacks: A Statistical CTI Study of 111 Publications",
          "url": "https://1200km.com/ai-attack-statistics/",
          "type": "research",
          "domain": "threat-intelligence"
        }
      ]
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          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Cloud",
          "key": "infrastructure:cloud"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "abuseipdb[.]com",
          "key": "ioc:abuseipdb-.-com"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "88d40f86eefee5112515b73cce2d2badb7f49ffd",
          "key": "ioc:88d40f86eefee5112515b73cce2d2badb7f49ffd"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "Predator AI",
          "key": "malicious-ai-tool:predator-ai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "SentinelOne",
          "key": "publisher:sentinelone"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "sentinelone.com",
          "key": "publisher-domain:sentinelone.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2023",
          "key": "year:2023"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:wiz.io:664ba8816a558ca1",
      "title": "Primary research",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.wiz.io/blog/wiz-research-uncovers-exposed-deepseek-database-leak",
      "publisher": "WIZ",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "wiz.io",
          "key": "publisher-domain:wiz.io"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "research",
          "key": "used-by-type:research"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "ai-security",
          "key": "used-by-topic:ai-security"
        }
      ],
      "used_in": [
        {
          "title": "AI Security Threat Landscape",
          "url": "https://1200km.com/ai-security-course/module-01.html",
          "type": "research",
          "domain": "ai-security"
        }
      ]
    },
    {
      "id": "site-reference:kubernetes.io:8d1e2519f096c2a7",
      "title": "Projected Volumes | Kubernetes",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://kubernetes.io/docs/concepts/storage/projected-volumes",
      "publisher": "Kubernetes",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "kubernetes.io",
          "key": "publisher-domain:kubernetes.io"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "CTI Research: Kubernetes & Cloud-Native Threat Landscape",
          "url": "https://1200km.com/articles/read/2026/2026-04-25-cti-research-kubernetes-and-cloud-native-threat-landscape-70373d6d7a87/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-106",
      "title": "Prompts as Code & Embedded Keys | The Hunt for LLM-Enabled Malware | SentinelOne",
      "description": "SentinelOne operational CTI publication covering Malware development, Obfuscation and evasion, and Translation and localization. Indexed with APT28 / Fancy Bear, Education, and Anthropic context.",
      "url": "https://www.sentinelone.com/labs/prompts-as-code-embedded-keys-the-hunt-for-llm-enabled-malware/",
      "publisher": "SentinelOne",
      "published_at": "2025-09-19",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "more than 7,000 samples · medium confidence",
          "key": "metric:more-than-7-000-samples-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "2 years · medium confidence",
          "key": "metric:2-years-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "09bf891b7b35b2081d3ebca8de715da07a70151227ab55aec1da26eb769c006f",
          "key": "ioc:09bf891b7b35b2081d3ebca8de715da07a70151227ab55aec1da26eb769c006f"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1458b6dc98a878f237bfb3c3f354ea6e12d76e340cefe55d6a1c9c7eb64c9aee",
          "key": "ioc:1458b6dc98a878f237bfb3c3f354ea6e12d76e340cefe55d6a1c9c7eb64c9aee"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1612ab799df51a7f1169d3f47ea129356b42c8ad81286d05b0256f80c17d4089",
          "key": "ioc:1612ab799df51a7f1169d3f47ea129356b42c8ad81286d05b0256f80c17d4089"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "165eaf8183f693f644a8a24d2ec138cd4f8d9fd040e8bafc1b021a0f973692dd",
          "key": "ioc:165eaf8183f693f644a8a24d2ec138cd4f8d9fd040e8bafc1b021a0f973692dd"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "2755e1ec1e4c3c0cd94ebe43bd66391f05282b6020b2177ee3b939fdd33216f6",
          "key": "ioc:2755e1ec1e4c3c0cd94ebe43bd66391f05282b6020b2177ee3b939fdd33216f6"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "2eb18873273e157a7244bb165d53ea3637c76087eea84b0ab635d04417ffbe1b",
          "key": "ioc:2eb18873273e157a7244bb165d53ea3637c76087eea84b0ab635d04417ffbe1b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "3082156a26534377a8a8228f44620a5bb00440b37b0cf7666c63c542232260f2",
          "key": "ioc:3082156a26534377a8a8228f44620a5bb00440b37b0cf7666c63c542232260f2"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "384e8f3d300205546fb8c9b9224011b3b3cb71adc994180ff55e1e6416f65715",
          "key": "ioc:384e8f3d300205546fb8c9b9224011b3b3cb71adc994180ff55e1e6416f65715"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "3afbb9fe6bab2cad83c52a3f1a12e0ce979fe260c55ab22a43c18035ff7d7f38",
          "key": "ioc:3afbb9fe6bab2cad83c52a3f1a12e0ce979fe260c55ab22a43c18035ff7d7f38"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4c73717d933f6b53c40ed1b211143df8d011800897be1ceb5d4a2af39c9d4ccc",
          "key": "ioc:4c73717d933f6b53c40ed1b211143df8d011800897be1ceb5d4a2af39c9d4ccc"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4ddbc14d8b6a301122c0ac6e22aef6340f45a3a6830bcdacf868c755a7162216",
          "key": "ioc:4ddbc14d8b6a301122c0ac6e22aef6340f45a3a6830bcdacf868c755a7162216"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "5ab16a59b12c7c5539d9e22a090ba6c7942fbc5ab8abbc5dffa6b6de6e0f2fc6",
          "key": "ioc:5ab16a59b12c7c5539d9e22a090ba6c7942fbc5ab8abbc5dffa6b6de6e0f2fc6"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "5f6bfdd430a23afdc518857dfff25a29d85ead441dfa0ee363f4e73f240c89f4",
          "key": "ioc:5f6bfdd430a23afdc518857dfff25a29d85ead441dfa0ee363f4e73f240c89f4"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "68ca559bf6654c7ca96c10abb4a011af1f4da0e6d28b43186d1d48d2f936684c",
          "key": "ioc:68ca559bf6654c7ca96c10abb4a011af1f4da0e6d28b43186d1d48d2f936684c"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "75b4ad99f33d1adbc0d71a9da937759e6e5788ad0f8a2c76a34690ef1c49ebf5",
          "key": "ioc:75b4ad99f33d1adbc0d71a9da937759e6e5788ad0f8a2c76a34690ef1c49ebf5"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "766c356d6a4b00078a0293460c5967764fcd788da8c1cd1df708695f3a15b777",
          "key": "ioc:766c356d6a4b00078a0293460c5967764fcd788da8c1cd1df708695f3a15b777"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "7bbb06479a2e554e450beb2875ea19237068aa1055a4d56215f4e9a2317f8ce6",
          "key": "ioc:7bbb06479a2e554e450beb2875ea19237068aa1055a4d56215f4e9a2317f8ce6"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "8013b23cb78407675f323d54b6b8dfb2a61fb40fb13309337f5b662dbd812a5d",
          "key": "ioc:8013b23cb78407675f323d54b6b8dfb2a61fb40fb13309337f5b662dbd812a5d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "854b559bae2ce8700edd75808267cfb5f60d61ff451f0cf8ec1d689334ac8d0b",
          "key": "ioc:854b559bae2ce8700edd75808267cfb5f60d61ff451f0cf8ec1d689334ac8d0b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "943d3537730e41e0a6fe8048885a07ea2017847558a916f88c2c9afe32851fe6",
          "key": "ioc:943d3537730e41e0a6fe8048885a07ea2017847558a916f88c2c9afe32851fe6"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a30930dfb655aa39c571c163ada65ba4dec30600df3bf548cc48bedd0e841416",
          "key": "ioc:a30930dfb655aa39c571c163ada65ba4dec30600df3bf548cc48bedd0e841416"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a32a3751dfd4d7a0a66b7ecbd9bacb5087076377d486afdf05d3de3cb7555501",
          "key": "ioc:a32a3751dfd4d7a0a66b7ecbd9bacb5087076377d486afdf05d3de3cb7555501"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a67465075c91bb15b81e1f898f2b773196d3711d8e1fb321a9d6647958be436b",
          "key": "ioc:a67465075c91bb15b81e1f898f2b773196d3711d8e1fb321a9d6647958be436b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "ae6ed1721d37477494f3f755c124d53a7dd3e24e98c20f3a1372f45cc8130989",
          "key": "ioc:ae6ed1721d37477494f3f755c124d53a7dd3e24e98c20f3a1372f45cc8130989"
        },
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          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-66376",
          "key": "cve:cve-2025-66376"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "1035, Domain · medium confidence",
          "key": "metric:1035-domain-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "60 days · medium confidence",
          "key": "metric:60-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "60 seconds · medium confidence",
          "key": "metric:60-seconds-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "90 days · medium confidence",
          "key": "metric:90-days-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "analyticemailmeter[.]com",
          "key": "ioc:analyticemailmeter-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "buildandconsulting[.]com",
          "key": "ioc:buildandconsulting-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "istc-cloud[.]com",
          "key": "ioc:istc-cloud-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "mailnalysis[.]com",
          "key": "ioc:mailnalysis-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "pinmx[.]net",
          "key": "ioc:pinmx-.-net"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "proton[.]me",
          "key": "ioc:proton-.-me"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "zimbra-metadata[.]com",
          "key": "ioc:zimbra-metadata-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "zimbrastat[.]com",
          "key": "ioc:zimbrastat-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "zmailanalytics[.]com",
          "key": "ioc:zmailanalytics-.-com"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8",
          "key": "ioc:18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "1b25041ececf2457eef0270fc1d785cec8ec9ded",
          "key": "ioc:1b25041ececf2457eef0270fc1d785cec8ec9ded"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "2e4f314bc9943cab5005d6fde0b271c74d47bc9d",
          "key": "ioc:2e4f314bc9943cab5005d6fde0b271c74d47bc9d"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "50a87d926621dd06389ba50d86e0ff574ed713a8",
          "key": "ioc:50a87d926621dd06389ba50d86e0ff574ed713a8"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "62eb76432597694edb01c1fe57aab0cfe03a7178",
          "key": "ioc:62eb76432597694edb01c1fe57aab0cfe03a7178"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "8959c4d29e29f02ea94ea8bb21c8df2594c5549d",
          "key": "ioc:8959c4d29e29f02ea94ea8bb21c8df2594c5549d"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "b6b77c9a455225d525834a403ca9ef5481ed0447",
          "key": "ioc:b6b77c9a455225d525834a403ca9ef5481ed0447"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "c5a72420e7bb308d078e62128430897f82194c95",
          "key": "ioc:c5a72420e7bb308d078e62128430897f82194c95"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "cddf5c3be1e07f28140aed165b929bf2d614922a",
          "key": "ioc:cddf5c3be1e07f28140aed165b929bf2d614922a"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "e4fe6466a4f9a4249fe330651e914e45bbdca44a",
          "key": "ioc:e4fe6466a4f9a4249fe330651e914e45bbdca44a"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760",
          "key": "ioc:1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874",
          "key": "ioc:60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf",
          "key": "ioc:98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d",
          "key": "ioc:b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629",
          "key": "ioc:ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027",
          "key": "mitre-attack-id:t1027"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027.010",
          "key": "mitre-attack-id:t1027.010"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027.013",
          "key": "mitre-attack-id:t1027.013"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1027.017",
          "key": "mitre-attack-id:t1027.017"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1048",
          "key": "mitre-attack-id:t1048"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1048.002",
          "key": "mitre-attack-id:t1048.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1048.003",
          "key": "mitre-attack-id:t1048.003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1074",
          "key": "mitre-attack-id:t1074"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1074.002",
          "key": "mitre-attack-id:t1074.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1078",
          "key": "mitre-attack-id:t1078"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1087",
          "key": "mitre-attack-id:t1087"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1098",
          "key": "mitre-attack-id:t1098"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1114",
          "key": "mitre-attack-id:t1114"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1114.002",
          "key": "mitre-attack-id:t1114.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1119",
          "key": "mitre-attack-id:t1119"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1185",
          "key": "mitre-attack-id:t1185"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1199",
          "key": "mitre-attack-id:t1199"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1203",
          "key": "mitre-attack-id:t1203"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1550",
          "key": "mitre-attack-id:t1550"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1550.004",
          "key": "mitre-attack-id:t1550.004"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1556",
          "key": "mitre-attack-id:t1556"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1556.006",
          "key": "mitre-attack-id:t1556.006"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1557",
          "key": "mitre-attack-id:t1557"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1560",
          "key": "mitre-attack-id:t1560"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1566",
          "key": "mitre-attack-id:t1566"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1583",
          "key": "mitre-attack-id:t1583"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1583.003",
          "key": "mitre-attack-id:t1583.003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1587",
          "key": "mitre-attack-id:t1587"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1587.001",
          "key": "mitre-attack-id:t1587.001"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1587.004",
          "key": "mitre-attack-id:t1587.004"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588",
          "key": "mitre-attack-id:t1588"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.002",
          "key": "mitre-attack-id:t1588.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1588.007",
          "key": "mitre-attack-id:t1588.007"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1589",
          "key": "mitre-attack-id:t1589"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1589.001",
          "key": "mitre-attack-id:t1589.001"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1589.002",
          "key": "mitre-attack-id:t1589.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1593",
          "key": "mitre-attack-id:t1593"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1595",
          "key": "mitre-attack-id:t1595"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1596",
          "key": "mitre-attack-id:t1596"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1596.005",
          "key": "mitre-attack-id:t1596.005"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1597",
          "key": "mitre-attack-id:t1597"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1597.002",
          "key": "mitre-attack-id:t1597.002"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1608",
          "key": "mitre-attack-id:t1608"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "CISA",
          "key": "publisher:cisa"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cisa.gov",
          "key": "publisher-domain:cisa.gov"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "official advisory, fraud alert, or regional threat report",
          "key": "relevance-basis:official-advisory-fraud-alert-or-regional-threat-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Jina Reader Proxy",
          "key": "retrieval-method:jina-reader-proxy"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Nonprofit / NGO",
          "key": "sector:nonprofit-/-ngo"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "government or law-enforcement publication",
          "key": "source-type:government-or-law-enforcement-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_incident",
          "key": "statistical-use:context-or-incident"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "TA488",
          "key": "threat-group-identifier:ta488"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Password spraying",
          "key": "ttp:password-spraying"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-103",
      "title": "SANS 2024 CTI Survey: Managing the Evolving Threat Landscape | SANS Institute",
      "description": "SANS Institute research publication on AI and cybersecurity. Indexed with Financial Services context.",
      "url": "https://www.sans.org/white-papers/2024-cti-survey-managing-evolving-threat-landscape",
      "publisher": "SANS Institute",
      "published_at": "2026-05-26",
      "inclusion": "context",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "background_ai_mention",
          "key": "ai-relevance:background-ai-mention"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "2024 Organizations · medium confidence",
          "key": "metric:2024-organizations-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "15 years · medium confidence",
          "key": "metric:15-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10% · medium confidence",
          "key": "metric:10-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22% · medium confidence",
          "key": "metric:22-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "31% · medium confidence",
          "key": "metric:31-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36% · medium confidence",
          "key": "metric:36-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "38% · medium confidence",
          "key": "metric:38-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "48% · medium confidence",
          "key": "metric:48-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "52% · medium confidence",
          "key": "metric:52-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "56% · medium confidence",
          "key": "metric:56-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "62% · medium confidence",
          "key": "metric:62-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "74% · medium confidence",
          "key": "metric:74-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "75% · medium confidence",
          "key": "metric:75-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "78% · medium confidence",
          "key": "metric:78-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "83% · medium confidence",
          "key": "metric:83-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "93% · medium confidence",
          "key": "metric:93-medium-confidence"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Context only",
          "key": "inclusion:context-only"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "SANS Institute",
          "key": "publisher:sans-institute"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "sans.org",
          "key": "publisher-domain:sans.org"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "requires manual relevance review",
          "key": "relevance-basis:requires-manual-relevance-review"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "research publication",
          "key": "source-type:research-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "do_not_aggregate",
          "key": "statistical-use:do-not-aggregate"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
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      "publisher": "SANS",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "sans.org",
          "key": "publisher-domain:sans.org"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
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        },
        {
          "facet": "Used by content type",
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          "key": "used-by-type:article"
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    },
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      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.scworld.com/brief/novel-c2-tool-leveraged-in-latest-muddywater-attacks",
      "publisher": "Scworld",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "scworld.com",
          "key": "publisher-domain:scworld.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
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      "used_in": [
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    },
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      "id": "ai-attack-reference:pub-029",
      "title": "Scam operations: Online fraud networks",
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      "url": "https://openai.com/index/disrupting-malicious-uses-of-ai-scam-operations/",
      "publisher": "OpenAI",
      "published_at": "2025-10-01",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
          "value": "25a0f773cf5ad8f8324f2097f9a07ac2",
          "key": "ioc:25a0f773cf5ad8f8324f2097f9a07ac2"
        },
        {
          "facet": "IOC · Md5",
          "type": "ioc",
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          "key": "ioc:47a709ed076df4faf13594bbd8a3505b"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "OpenAI",
          "key": "publisher:openai"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "openai.com",
          "key": "publisher-domain:openai.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Jina Reader Proxy",
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        },
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          "facet": "Review requirement",
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        },
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          "facet": "Source type",
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        },
        {
          "facet": "Statistical use",
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          "value": "incident_or_observation",
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        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "Year",
          "type": "year",
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          "key": "year:2025"
        }
      ],
      "used_in": []
    },
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      "inclusion": "site",
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          "type": "publisher_domain",
          "value": "sysdig.com",
          "key": "publisher-domain:sysdig.com"
        },
        {
          "facet": "Used by content type",
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      "published_at": null,
      "inclusion": "site",
      "tags": [
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    },
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      "id": "site-reference:shodan.io:60587db7788ef652",
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      "url": "https://www.shodan.io/search?query=%22Android+Debug+Bridge%22+%22Device%22+port%3A5555",
      "publisher": "Shodan",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
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          "key": "used-by-type:article"
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      "id": "site-reference:shodan.io:42094f393adfd337",
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      "description": "External source cited by 1 maintained 1200km page.",
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      "publisher": "Shodan",
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      "inclusion": "site",
      "tags": [
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          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "adobe-express[.]com",
          "key": "ioc:adobe-express-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "ai-kling[.]com",
          "key": "ioc:ai-kling-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "aisoraplus[.]com",
          "key": "ioc:aisoraplus-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "api[.]telegram[.]org",
          "key": "ioc:api-.-telegram-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "artisanaqua[.]ddnsking[.]com",
          "key": "ioc:artisanaqua-.-ddnsking-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "boostcreatives-ai[.]com",
          "key": "ioc:boostcreatives-ai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "canva-dreamlab[.]com",
          "key": "ioc:canva-dreamlab-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "canvadream-lab[.]com",
          "key": "ioc:canvadream-lab-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "canvadreamlab[.]com",
          "key": "ioc:canvadreamlab-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "canvaproai[.]com",
          "key": "ioc:canvaproai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "capcutproai[.]com",
          "key": "ioc:capcutproai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "creativepro-ai[.]com",
          "key": "ioc:creativepro-ai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "creativespro-ai[.]com",
          "key": "ioc:creativespro-ai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "dreamai-luma[.]com",
          "key": "ioc:dreamai-luma-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "github[.]com",
          "key": "ioc:github-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klings-ai[.]com",
          "key": "ioc:klings-ai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "klingxai[.]com",
          "key": "ioc:klingxai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "luma-aidream[.]com",
          "key": "ioc:luma-aidream-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "luma-dream[.]com",
          "key": "ioc:luma-dream-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "luma-dreamai[.]com",
          "key": "ioc:luma-dreamai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "luma-dreammachine[.]com",
          "key": "ioc:luma-dreammachine-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "lumaai-dream[.]com",
          "key": "ioc:lumaai-dream-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "lumaai-lab[.]com",
          "key": "ioc:lumaai-lab-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "lumaai-labs[.]com",
          "key": "ioc:lumaai-labs-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "lumaaidream[.]com",
          "key": "ioc:lumaaidream-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "lumaailabs[.]com",
          "key": "ioc:lumaailabs-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "quirkquestai[.]com",
          "key": "ioc:quirkquestai-.-com"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "strokes[.]zapto[.]org",
          "key": "ioc:strokes-.-zapto-.-org"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "zapto[.]org",
          "key": "ioc:zapto-.-org"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1a037da4103e38ff95cb0008a5e38fd6a8e7df5bc8e2d44e496b7a5909ddebeb",
          "key": "ioc:1a037da4103e38ff95cb0008a5e38fd6a8e7df5bc8e2d44e496b7a5909ddebeb"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4982a33e0c2858980126b8279191cb4eddd0a35f936cf3eda079526ba7c76959",
          "key": "ioc:4982a33e0c2858980126b8279191cb4eddd0a35f936cf3eda079526ba7c76959"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "839260ac321a44da55d4e6a5130c12869066af712f71c558bd42edd56074265b",
          "key": "ioc:839260ac321a44da55d4e6a5130c12869066af712f71c558bd42edd56074265b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "8863065544df546920ce6189dd3f99ab3f5d644d3d9c440667c1476174ba862b",
          "key": "ioc:8863065544df546920ce6189dd3f99ab3f5d644d3d9c440667c1476174ba862b"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "8d2c9c2b5af31e0e74185a82a816d3d019a0470a7ad8f5c1b40611aa1fd275cc",
          "key": "ioc:8d2c9c2b5af31e0e74185a82a816d3d019a0470a7ad8f5c1b40611aa1fd275cc"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a0e75bd0b0fa0174566029d0e50875534c2fcc5ba982bd539bdeff506cae32d3",
          "key": "ioc:a0e75bd0b0fa0174566029d0e50875534c2fcc5ba982bd539bdeff506cae32d3"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "d3f50dc61d8c2be665a2d3933e2668448edc31546fea84517f8e61237c6d2e5d",
          "key": "ioc:d3f50dc61d8c2be665a2d3933e2668448edc31546fea84517f8e61237c6d2e5d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "dcb1e9c6b066c2169928ae64e82343a250261f198eb5d091fd7928b69ed135d3",
          "key": "ioc:dcb1e9c6b066c2169928ae64e82343a250261f198eb5d091fd7928b69ed135d3"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "e663c1ba289d890a74e33c7e99f872c9a7b63e385a6a4af10a856d5226c9a822",
          "key": "ioc:e663c1ba289d890a74e33c7e99f872c9a7b63e385a6a4af10a856d5226c9a822"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "STARKVEIL malware",
          "key": "malware-or-tool:starkveil-malware"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "UNC6032",
          "key": "threat-group:unc6032"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6032",
          "key": "threat-group-identifier:unc6032"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malicious advertising",
          "key": "ttp:malicious-advertising"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:github.com:94bbf2adb7b2f149",
      "title": "THC-Hydra",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/vanhauser-thc/thc-hydra",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        }
      ],
      "used_in": [
        {
          "title": "Mastering Hydra: The Ultimate Guide to Network Logon Cracking",
          "url": "https://1200km.com/articles/read/2024/2024-11-01-mastering-hydra-the-ultimate-guide-to-network-logon-cracking-182579dbaed1/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-076",
      "title": "The adversary didn’t wait. Neither should you. | IBM",
      "description": "IBM X-Force threat-research report covering Reconnaissance and target research, Vulnerability research, and Spearphishing.",
      "url": "https://www.ibm.com/think/x-force/adversary-didnt-wait-neither-should-you",
      "publisher": "IBM X-Force",
      "published_at": "2026-04-30",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "56% · medium confidence",
          "key": "metric:56-medium-confidence"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "IBM X-Force",
          "key": "publisher:ibm-x-force"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "ibm.com",
          "key": "publisher-domain:ibm.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Security researchers",
          "key": "target:security-researchers"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:github.com:837a4290add69a31",
      "title": "The Amass tutorial can be found here:",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/owasp-amass/amass/blob/master/doc/tutorial.md",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "application-security",
          "key": "used-by-topic:application-security"
        }
      ],
      "used_in": [
        {
          "title": "OWASP Amass Project guide",
          "url": "https://1200km.com/articles/read/2024/2024-11-06-owasp-amass-project-guide-94bd55521f91/",
          "type": "article",
          "domain": "application-security"
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    },
    {
      "id": "site-reference:lockheedmartin.com:9a1219de9276368f",
      "title": "The Cyber Kill Chain (Lockheed Martin, 2011)",
      "description": "External source cited by 5 maintained 1200km pages.",
      "url": "https://www.lockheedmartin.com/en-us/capabilities/cyber/cyber-kill-chain.html",
      "publisher": "Lockheedmartin",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "lockheedmartin.com",
          "key": "publisher-domain:lockheedmartin.com"
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        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
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        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "cloud-security",
          "key": "used-by-topic:cloud-security"
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        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
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        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-hunting",
          "key": "used-by-topic:threat-hunting"
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        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
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      ],
      "used_in": [
        {
          "title": "ATT&CK as a Working Tool: Theory and Hands-On Practical Usage",
          "url": "https://1200km.com/articles/read/2026/2026-03-19-att-and-ck-as-a-working-tool-theory-and-hands-on-practical-usage-d63835c9f101/",
          "type": "article",
          "domain": "threat-hunting"
        },
        {
          "title": "CTI Kill Chain: An Analyst Guide With Real-World Evidence",
          "url": "https://1200km.com/articles/read/2026/2026-05-09-cti-kill-chain-an-analyst-guide-with-real-world-evidence-c3bef6fd2979/",
          "type": "article",
          "domain": "threat-intelligence"
        },
        {
          "title": "CTI-Led Defensive Strategy for a Cellular Provider (Case Study)",
          "url": "https://1200km.com/articles/read/2026/2026-05-09-cti-led-defensive-strategy-for-a-cellular-provider-case-study-c77bc5765b31/",
          "type": "article",
          "domain": "cloud-security"
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        {
          "title": "Customer-Driven AI CTI Project Template :Part 2B: Reference Toolkit",
          "url": "https://1200km.com/articles/read/2026/2026-05-12-customer-driven-ai-cti-project-template-part-2b-reference-toolkit-3a56fab0b943/",
          "type": "article",
          "domain": "detection-engineering"
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        {
          "title": "Customer-Driven AI CTI Project Template. Part 1: Foundations",
          "url": "https://1200km.com/articles/read/2026/2026-05-11-customer-driven-ai-cti-project-template-part-1-foundations-745861507d03/",
          "type": "article",
          "domain": "detection-engineering"
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      ]
    },
    {
      "id": "ai-attack-reference:pub-011",
      "title": "The dawn of agentic AI in security operations at RSAC 2025",
      "description": "Google Threat Intelligence Group / Mandiant research publication covering Agentic AI and Large language model. Indexed with Financial Services and Google context.",
      "url": "https://cloud.google.com/blog/products/identity-security/the-dawn-of-agentic-ai-in-security-operations-at-rsac-2025",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2025-04-28",
      "inclusion": "context",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "adjacent_ai_security",
          "key": "ai-relevance:adjacent-ai-security"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "30 minutes · medium confidence",
          "key": "metric:30-minutes-medium-confidence"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Context only",
          "key": "inclusion:context-only"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "requires manual relevance review",
          "key": "relevance-basis:requires-manual-relevance-review"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "research publication",
          "key": "source-type:research-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "do_not_aggregate",
          "key": "statistical-use:do-not-aggregate"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-045",
      "title": "The Frontier AI Vulnerability Burst: Industrializing Autonomous Zero-Day Discovery in Open-Source Software",
      "description": "Palo Alto Networks Unit 42 operational CTI publication covering Autonomous or agentic intrusion, CAPTCHA bypass, and Exploit development. Indexed with Anthropic context.",
      "url": "https://unit42.paloaltonetworks.com/frontier-ai-vulnerability-burst/",
      "publisher": "Palo Alto Networks Unit 42",
      "published_at": "2026-08-04",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Autonomous or agentic intrusion",
          "key": "ai-use-case:autonomous-or-agentic-intrusion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-40947",
          "key": "cve:cve-2025-40947"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-40948",
          "key": "cve:cve-2025-40948"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2026-0257",
          "key": "cve:cve-2026-0257"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "55 days · medium confidence",
          "key": "metric:55-days-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "8 weeks · medium confidence",
          "key": "metric:8-weeks-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "28.6% · medium confidence",
          "key": "metric:28.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "39.7% · medium confidence",
          "key": "metric:39.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.0% · medium confidence",
          "key": "metric:4.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40% · medium confidence",
          "key": "metric:40-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8.0% · medium confidence",
          "key": "metric:8.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "92% · medium confidence",
          "key": "metric:92-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "99.4% · medium confidence",
          "key": "metric:99.4-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
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        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LAMEHUG",
          "key": "malware-or-tool:lamehug"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT28 / Fancy Bear",
          "key": "threat-group:apt28-/-fancy-bear"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT28",
          "key": "threat-group-identifier:apt28"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Script generation",
          "key": "ttp:script-generation"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-094",
      "title": "The Q3 2025 Threat Landscape Report",
      "description": "Rapid7 threat-research report covering Deepfake video or image, Deepfake voice, and Identity fraud and impersonation. Indexed with Akira and Critical Infrastructure context.",
      "url": "https://www.rapid7.com/research/report/threat-landscape-report-2025-q3/",
      "publisher": "Rapid7",
      "published_at": "2025-11-12",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Disruption / destruction",
          "key": "actor-motivation:disruption-/-destruction"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Companion source",
          "type": "source_lineage",
          "value": "src-093",
          "key": "source-lineage:src-093"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2007-0671",
          "key": "cve:cve-2007-0671"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2018-0296",
          "key": "cve:cve-2018-0296"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-10035",
          "key": "cve:cve-2025-10035"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-20333",
          "key": "cve:cve-2025-20333"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-20362",
          "key": "cve:cve-2025-20362"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-20363",
          "key": "cve:cve-2025-20363"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-49704",
          "key": "cve:cve-2025-49704"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-49706",
          "key": "cve:cve-2025-49706"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-53770",
          "key": "cve:cve-2025-53770"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-53771",
          "key": "cve:cve-2025-53771"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-54309",
          "key": "cve:cve-2025-54309"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2025-7775",
          "key": "cve:cve-2025-7775"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2026-18577",
          "key": "cve:cve-2026-18577"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2026-19490",
          "key": "cve:cve-2026-19490"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2026-63077",
          "key": "cve:cve-2026-63077"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2026-63520",
          "key": "cve:cve-2026-63520"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Cryptocurrency keys or seed phrases",
          "key": "data-type:cryptocurrency-keys-or-seed-phrases"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Duplicate lineage",
          "type": "duplicate_group",
          "value": "dup-005",
          "key": "duplicate-group:dup-005"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Controlled study",
          "key": "evidence-landscape:controlled-study"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "18 years · medium confidence",
          "key": "metric:18-years-medium-confidence"
        },
        {
          "facet": "Extracted metric · Dwell Time",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "13% · medium confidence",
          "key": "metric:13-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "15% · medium confidence",
          "key": "metric:15-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18% · medium confidence",
          "key": "metric:18-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5% · medium confidence",
          "key": "metric:5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6% · medium confidence",
          "key": "metric:6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "67% · medium confidence",
          "key": "metric:67-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Credential compromise",
          "key": "impact:credential-compromise"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BRICKSTORM backdoor",
          "key": "malware-or-tool:brickstorm-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "FunkSec",
          "key": "malware-or-tool:funksec"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "LAMEHUG",
          "key": "malware-or-tool:lamehug"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1003",
          "key": "mitre-attack-id:t1003"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1018",
          "key": "mitre-attack-id:t1018"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1021",
          "key": "mitre-attack-id:t1021"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1047",
          "key": "mitre-attack-id:t1047"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1059",
          "key": "mitre-attack-id:t1059"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1078",
          "key": "mitre-attack-id:t1078"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1087",
          "key": "mitre-attack-id:t1087"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1133",
          "key": "mitre-attack-id:t1133"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1560",
          "key": "mitre-attack-id:t1560"
        },
        {
          "facet": "MITRE ATT&CK ID",
          "type": "mitre_attack_id",
          "value": "T1566",
          "key": "mitre-attack-id:t1566"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Rapid7",
          "key": "publisher:rapid7"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "rapid7.com",
          "key": "publisher-domain:rapid7.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Defense",
          "key": "sector:defense"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Legal Services",
          "key": "sector:legal-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Technology",
          "key": "sector:technology"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Akira",
          "key": "threat-group:akira"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT29 / Cozy Bear",
          "key": "threat-group:apt29-/-cozy-bear"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT41",
          "key": "threat-group:apt41"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT43 / Kimsuky",
          "key": "threat-group:apt43-/-kimsuky"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT44 / Sandworm",
          "key": "threat-group:apt44-/-sandworm"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Black Basta",
          "key": "threat-group:black-basta"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Famous Chollima",
          "key": "threat-group:famous-chollima"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "FunkSec",
          "key": "threat-group:funksec"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Lazarus Group",
          "key": "threat-group:lazarus-group"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "RansomHub",
          "key": "threat-group:ransomhub"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT29",
          "key": "threat-group-identifier:apt29"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT41",
          "key": "threat-group-identifier:apt41"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "STORM-1175",
          "key": "threat-group-identifier:storm-1175"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC5221",
          "key": "threat-group-identifier:unc5221"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Ransomware deployment",
          "key": "ttp:ransomware-deployment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Spearphishing",
          "key": "ttp:spearphishing"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-107",
      "title": "The Sophos Annual Threat Report: Cybercrime on Main Street 2025",
      "description": "Sophos threat-research report covering Obfuscation and evasion, Business email compromise, and Command and control. Indexed with Akira, Cryptocurrency, and OpenAI context.",
      "url": "https://www.sophos.com/en-us/blog/the-sophos-annual-threat-report-cybercrime-on-main-street-2025",
      "publisher": "Sophos",
      "published_at": "2025-04-16",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Malicious advertisement",
          "key": "attack-vector:malicious-advertisement"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-34473",
          "key": "cve:cve-2021-34473"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-27532",
          "key": "cve:cve-2023-27532"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-3519",
          "key": "cve:cve-2023-3519"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-48788",
          "key": "cve:cve-2023-48788"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2023-4966",
          "key": "cve:cve-2023-4966"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-1709",
          "key": "cve:cve-2024-1709"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-21762",
          "key": "cve:cve-2024-21762"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-27198",
          "key": "cve:cve-2024-27198"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-3400",
          "key": "cve:cve-2024-3400"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-37085",
          "key": "cve:cve-2024-37085"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-4071",
          "key": "cve:cve-2024-4071"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2024-40711",
          "key": "cve:cve-2024-40711"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Threat landscape report",
          "key": "evidence-landscape:threat-landscape-report"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "365 account · medium confidence",
          "key": "metric:365-account-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$375. · medium confidence",
          "key": "metric:375.-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.21% · medium confidence",
          "key": "metric:0.21-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.43% · medium confidence",
          "key": "metric:0.43-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.64% · medium confidence",
          "key": "metric:0.64-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.85% · medium confidence",
          "key": "metric:0.85-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.28% · medium confidence",
          "key": "metric:1.28-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "14.53% · medium confidence",
          "key": "metric:14.53-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.35% · medium confidence",
          "key": "metric:2.35-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.78% · medium confidence",
          "key": "metric:2.78-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.70% · medium confidence",
          "key": "metric:4.70-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Cobalt Strike",
          "key": "malware-or-tool:cobalt-strike"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "DanaBot",
          "key": "malware-or-tool:danabot"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Lumma",
          "key": "malware-or-tool:lumma"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Mimikatz",
          "key": "malware-or-tool:mimikatz"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "RansomHub ransomware",
          "key": "malware-or-tool:ransomhub-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "SystemBC malware",
          "key": "malware-or-tool:systembc-malware"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Lateral Movement",
          "key": "mitre-tactic:lateral-movement"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Sophos",
          "key": "publisher:sophos"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "sophos.com",
          "key": "publisher-domain:sophos.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Jina Reader Proxy",
          "key": "retrieval-method:jina-reader-proxy"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "Akira",
          "key": "threat-group:akira"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "RansomHub",
          "key": "threat-group:ransomhub"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malicious advertising",
          "key": "ttp:malicious-advertising"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Phishing link or attachment",
          "key": "ttp:phishing-link-or-attachment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-034",
      "title": "The State of AI in Cyber Security - Check Point Research",
      "description": "Check Point provider or government report covering Deepfake video or image, Deepfake voice, and Exploit development. Indexed with DeepSeek context.",
      "url": "https://research.checkpoint.com/2025/sate-of-ai-in-cyber-security/",
      "publisher": "Check Point",
      "published_at": "2025-04-30",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Exploit development",
          "key": "ai-use-case:exploit-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Taiwan",
          "key": "country-or-region:taiwan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Financial and payment data",
          "key": "data-type:financial-and-payment-data"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.25% · medium confidence",
          "key": "metric:1.25-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11% · medium confidence",
          "key": "metric:11-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18% · medium confidence",
          "key": "metric:18-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21% · medium confidence",
          "key": "metric:21-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "25% · medium confidence",
          "key": "metric:25-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27% · medium confidence",
          "key": "metric:27-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "33% · medium confidence",
          "key": "metric:33-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "37% · medium confidence",
          "key": "metric:37-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "51% · medium confidence",
          "key": "metric:51-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "7.5% · medium confidence",
          "key": "metric:7.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "8% · medium confidence",
          "key": "metric:8-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Financial fraud",
          "key": "impact:financial-fraud"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "fia-gov[.]net",
          "key": "ioc:fia-gov-.-net"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "militarytc[.]com",
          "key": "ioc:militarytc-.-com"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "DeepSeek",
          "key": "llm-model:deepseek"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Microsoft Copilot",
          "key": "llm-model:microsoft-copilot"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "DeepSeek",
          "key": "llm-provider:deepseek"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Hugging Face",
          "key": "llm-provider:hugging-face"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Microsoft",
          "key": "llm-provider:microsoft"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Check Point",
          "key": "publisher:check-point"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "research.checkpoint.com",
          "key": "publisher-domain:research.checkpoint.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "AI misuse, abuse-disruption, or threat research report",
          "key": "relevance-basis:ai-misuse-abuse-disruption-or-threat-research-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "provider or government report",
          "key": "source-type:provider-or-government-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Exploit development",
          "key": "ttp:exploit-development"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "MFA/session-token theft",
          "key": "ttp:mfa/session-token-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Ransomware deployment",
          "key": "ttp:ransomware-deployment"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-042",
      "title": "The State of AI-Enabled Malware August 2026: From Brand Abuse to Agentic Execution",
      "description": "Palo Alto Networks Unit 42 operational CTI publication covering CAPTCHA bypass, Identity fraud and impersonation, and Malware development. Indexed with FunkSec, Artificial Intelligence, and Anthropic context.",
      "url": "https://unit42.paloaltonetworks.com/ai-enabled-malware-analysis/",
      "publisher": "Palo Alto Networks Unit 42",
      "published_at": "2026-08-25",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "CAPTCHA bypass",
          "key": "ai-use-case:captcha-bypass"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "1062 Targets · medium confidence",
          "key": "metric:1062-targets-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "12 samples · medium confidence",
          "key": "metric:12-samples-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "405 samples · medium confidence",
          "key": "metric:405-samples-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "more than 50 organizations · medium confidence",
          "key": "metric:more-than-50-organizations-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "over 6,500 endpoint · medium confidence",
          "key": "metric:over-6-500-endpoint-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "100% · medium confidence",
          "key": "metric:100-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.0% · medium confidence",
          "key": "metric:3.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3% · medium confidence",
          "key": "metric:3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4% · medium confidence",
          "key": "metric:4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "97% · medium confidence",
          "key": "metric:97-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "1619bcad3785be31ac2fdee0ab91392d08d9392032246e42673c3cb8964d4cb7",
          "key": "ioc:1619bcad3785be31ac2fdee0ab91392d08d9392032246e42673c3cb8964d4cb7"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "20ed21bfdb7aa970b12e7368eba8e26a711752f1cc5416b6fd6629d0e2a44e5d",
          "key": "ioc:20ed21bfdb7aa970b12e7368eba8e26a711752f1cc5416b6fd6629d0e2a44e5d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "4fb58687a364c3f6d6f7e0ca03654f9dec0f8832a499d61d40b0d424db1b1b14",
          "key": "ioc:4fb58687a364c3f6d6f7e0ca03654f9dec0f8832a499d61d40b0d424db1b1b14"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "5226ea8e0f516565ba825a1bbed10020982c16414750237068b602c5b4ac6abd",
          "key": "ioc:5226ea8e0f516565ba825a1bbed10020982c16414750237068b602c5b4ac6abd"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "66dbf939c00b09d8d22c692864b68c4a602e7a59c4b925b2e2bef57b1ad047bd",
          "key": "ioc:66dbf939c00b09d8d22c692864b68c4a602e7a59c4b925b2e2bef57b1ad047bd"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "b1ef7b267d887e34bf0242a94b38e7dc9fd5e6f8b2c5c440ce4ec98cc74642fb",
          "key": "ioc:b1ef7b267d887e34bf0242a94b38e7dc9fd5e6f8b2c5c440ce4ec98cc74642fb"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "bb932056cae8940742e50b4f2b994a802e703f7bc235e7dd647d085ae2b2baf7",
          "key": "ioc:bb932056cae8940742e50b4f2b994a802e703f7bc235e7dd647d085ae2b2baf7"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "c233aec7917cf34294c19dd60ff79a6e0fac5ed6f0cb57af98013c08201a7a1c",
          "key": "ioc:c233aec7917cf34294c19dd60ff79a6e0fac5ed6f0cb57af98013c08201a7a1c"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "c398b3e06ef860670b9597daed85632834fa961aea87164b8ba8bb2f094a14ef",
          "key": "ioc:c398b3e06ef860670b9597daed85632834fa961aea87164b8ba8bb2f094a14ef"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "dcf536edd67a98868759f4e72bcbd1f4404c70048a2a3257e77d8af06cb036ac",
          "key": "ioc:dcf536edd67a98868759f4e72bcbd1f4404c70048a2a3257e77d8af06cb036ac"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "dd15ce869aa79884753e3baad19b0437075202be86268b84f3ec2303e1ecd966",
          "key": "ioc:dd15ce869aa79884753e3baad19b0437075202be86268b84f3ec2303e1ecd966"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "e622f3b743c7fc0a011b07a2e656aa2b5e50a4876721bcf1f405d582ca4cda22",
          "key": "ioc:e622f3b743c7fc0a011b07a2e656aa2b5e50a4876721bcf1f405d582ca4cda22"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "FunkSec",
          "key": "malware-or-tool:funksec"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "FunkSec ransomware",
          "key": "malware-or-tool:funksec-ransomware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "JavaScript backdoor",
          "key": "malware-or-tool:javascript-backdoor"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Rhadamanthys",
          "key": "malware-or-tool:rhadamanthys"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "TuxBot",
          "key": "malware-or-tool:tuxbot"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Artificial Intelligence",
          "key": "sector:artificial-intelligence"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Critical Infrastructure",
          "key": "sector:critical-infrastructure"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "FunkSec",
          "key": "threat-group:funksec"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Target research / OSINT",
          "key": "ttp:target-research-/-osint"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:github.com:57a9b9fbabc532b6",
      "title": "The user’s guide can be found here:",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://github.com/owasp-amass/amass/blob/master/doc/user_guide.md",
      "publisher": "Github",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "github.com",
          "key": "publisher-domain:github.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "application-security",
          "key": "used-by-topic:application-security"
        }
      ],
      "used_in": [
        {
          "title": "OWASP Amass Project guide",
          "url": "https://1200km.com/articles/read/2024/2024-11-06-owasp-amass-project-guide-94bd55521f91/",
          "type": "article",
          "domain": "application-security"
        }
      ]
    },
    {
      "id": "site-reference:thehackernews.com:8bb111f240fe2a16",
      "title": "thehackernews.com",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://thehackernews.com/2021/06/researchers-discover-first-known.html",
      "publisher": "Thehackernews",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "thehackernews.com",
          "key": "publisher-domain:thehackernews.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "Cloud-Native Security Threats, Attacks, and Detection Strategies",
          "url": "https://1200km.com/articles/read/2025/2025-11-07-cloud-native-security-threats-attacks-and-detection-strategies-55b3dd6ea2d1/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "site-reference:thehackernews.com:082d699aa9bb4aa6",
      "title": "thehackernews.com",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://thehackernews.com/2025/08/researchers-spot-xz-utils-backdoor-in.html",
      "publisher": "Thehackernews",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "thehackernews.com",
          "key": "publisher-domain:thehackernews.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
        }
      ],
      "used_in": [
        {
          "title": "Cloud-Native Security Threats, Attacks, and Detection Strategies",
          "url": "https://1200km.com/articles/read/2025/2025-11-07-cloud-native-security-threats-attacks-and-detection-strategies-55b3dd6ea2d1/",
          "type": "article",
          "domain": "detection-engineering"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-020",
      "title": "Threat Actors are Interested in Generative AI, but Use Remains Limited",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering Deepfake video or image, Deepfake voice, and Identity fraud and impersonation. Indexed with APT43 / Kimsuky, Financial Services, and OpenAI context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/threat-actors-generative-ai-limited",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2023-08-17",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Espionage",
          "key": "actor-motivation:espionage"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Hacktivism",
          "key": "actor-motivation:hacktivism"
        },
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Influence / information operations",
          "key": "actor-motivation:influence-/-information-operations"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Influence operations",
          "key": "ai-use-case:influence-operations"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Malware development",
          "key": "ai-use-case:malware-development"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Business email compromise",
          "key": "attack-vector:business-email-compromise"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Iran",
          "key": "country-or-region:iran"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Israel",
          "key": "country-or-region:israel"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Ukraine",
          "key": "country-or-region:ukraine"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Espionage",
          "key": "impact:espionage"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Messaging platform",
          "key": "infrastructure:messaging-platform"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Social media",
          "key": "infrastructure:social-media"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "ChatGPT",
          "key": "llm-model:chatgpt"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "Malicious AI tool",
          "type": "malicious_ai_tool",
          "value": "WormGPT",
          "key": "malicious-ai-tool:wormgpt"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "Cobalt Strike",
          "key": "malware-or-tool:cobalt-strike"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Text",
          "key": "publication-date-method:text"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Google Threat Intelligence Group / Mandiant",
          "key": "publisher:google-threat-intelligence-group-/-mandiant"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Financial Services",
          "key": "sector:financial-services"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Media",
          "key": "sector:media"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Telecommunications",
          "key": "sector:telecommunications"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Security researchers",
          "key": "target:security-researchers"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "APT43 / Kimsuky",
          "key": "threat-group:apt43-/-kimsuky"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "APT43",
          "key": "threat-group-identifier:apt43"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UNC6671",
          "key": "threat-group-identifier:unc6671"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Business email compromise",
          "key": "ttp:business-email-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Deepfake impersonation",
          "key": "ttp:deepfake-impersonation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Obfuscation",
          "key": "ttp:obfuscation"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Prompt injection",
          "key": "ttp:prompt-injection"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Supply-chain compromise",
          "key": "ttp:supply-chain-compromise"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Voice phishing / vishing",
          "key": "ttp:voice-phishing-/-vishing"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2023",
          "key": "year:2023"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-071",
      "title": "Threat Predictions for 2024: Chained AI and CaaS Operations Give Attackers More “Easy” Buttons Than Ever | FortiGuard Labs",
      "description": "Fortinet forecast or strategic assessment covering Reconnaissance and target research, Ransomware deployment, and Generative AI. Indexed with Energy context.",
      "url": "https://www.fortinet.com/blog/threat-research/2024-threat-predictions-chained-ai-and-caas-operations",
      "publisher": "Fortinet",
      "published_at": "2023-11-09",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "24 hours · medium confidence",
          "key": "metric:24-hours-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Fortinet",
          "key": "publisher:fortinet"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "fortinet.com",
          "key": "publisher-domain:fortinet.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat assessment, forecast, or red-team study",
          "key": "relevance-basis:threat-assessment-forecast-or-red-team-study"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Energy",
          "key": "sector:energy"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Transportation and Logistics",
          "key": "sector:transportation-and-logistics"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "forecast or strategic assessment",
          "key": "source-type:forecast-or-strategic-assessment"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_only",
          "key": "statistical-use:context-only"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Ransomware deployment",
          "key": "ttp:ransomware-deployment"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2023",
          "key": "year:2023"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:threatconnect.com:f385cf2558110038",
      "title": "ThreatConnect",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://threatconnect.com",
      "publisher": "Threatconnect",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "threatconnect.com",
          "key": "publisher-domain:threatconnect.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
          "key": "used-by-topic:threat-intelligence"
        }
      ],
      "used_in": [
        {
          "title": "The Intelligent Shield. OpenCTI",
          "url": "https://1200km.com/articles/read/2026/2026-05-21-the-intelligent-shield-opencti-057c9b4b9394/",
          "type": "article",
          "domain": "threat-intelligence"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-110",
      "title": "ThreatDown State of Malware Report 2025: Autonomous AI and Ransomware",
      "description": "ThreatDown / Malwarebytes threat-research report covering Malicious advertising, Agentic AI, and Generative AI. Indexed with Healthcare and OpenAI context.",
      "url": "https://www.threatdown.com/blog/threatdown-state-of-malware-report-2025/",
      "publisher": "ThreatDown / Malwarebytes",
      "published_at": "2025-02-04",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Malicious advertisement",
          "key": "attack-vector:malicious-advertisement"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "1 minute · medium confidence",
          "key": "metric:1-minute-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 minutes · medium confidence",
          "key": "metric:12-minutes-medium-confidence"
        },
        {
          "facet": "Extracted metric · Duration Or Dwell",
          "type": "metric",
          "value": "12 months · medium confidence",
          "key": "metric:12-months-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$75 million · medium confidence",
          "key": "metric:75-million-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "13% · medium confidence",
          "key": "metric:13-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "70% · medium confidence",
          "key": "metric:70-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Grok",
          "key": "llm-model:grok"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "OpenAI",
          "key": "llm-provider:openai"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "xAI",
          "key": "llm-provider:xai"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "AMOS",
          "key": "malware-or-tool:amos"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Publisher Verified Override",
          "key": "publication-date-method:publisher-verified-override"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "ThreatDown / Malwarebytes",
          "key": "publisher:threatdown-/-malwarebytes"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "threatdown.com",
          "key": "publisher-domain:threatdown.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "threat landscape, incident-response, or CTI report",
          "key": "relevance-basis:threat-landscape-incident-response-or-cti-report"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Healthcare",
          "key": "sector:healthcare"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "threat-research report",
          "key": "source-type:threat-research-report"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "context_or_observation",
          "key": "statistical-use:context-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malicious advertising",
          "key": "ttp:malicious-advertising"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2025",
          "key": "year:2025"
        }
      ],
      "used_in": []
    },
    {
      "id": "ai-attack-reference:pub-116",
      "title": "ThreatLabz 2025 AI Security Report",
      "description": "Zscaler ThreatLabz threat-research report covering Autonomous or agentic intrusion, Deepfake video or image, and Deepfake voice. Indexed with Artificial Intelligence and Anthropic context.",
      "url": "https://www.zscaler.com/blogs/security-research/threatlabz-ai-security-report-key-findings",
      "publisher": "Zscaler ThreatLabz",
      "published_at": "2025-03-20",
      "inclusion": "core",
      "tags": [
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Large language model",
          "key": "ai-technology:large-language-model"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Speech or voice synthesis",
          "key": "ai-technology:speech-or-voice-synthesis"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Autonomous or agentic intrusion",
          "key": "ai-use-case:autonomous-or-agentic-intrusion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake voice",
          "key": "ai-use-case:deepfake-voice"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Phishing and lure generation",
          "key": "ai-use-case:phishing-and-lure-generation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Africa",
          "key": "country-or-region:africa"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "European Union",
          "key": "country-or-region:european-union"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "France",
          "key": "country-or-region:france"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Germany",
          "key": "country-or-region:germany"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "India",
          "key": "country-or-region:india"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Japan",
          "key": "country-or-region:japan"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "South Korea",
          "key": "country-or-region:south-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United Kingdom",
          "key": "country-or-region:united-kingdom"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "United States",
          "key": "country-or-region:united-states"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Personally identifiable information",
          "key": "data-type:personally-identifiable-information"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Underground-market observation",
          "key": "evidence-landscape:underground-market-observation"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "317,583,902 User · medium confidence",
          "key": "metric:317-583-902-user-medium-confidence"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "5 countries · medium confidence",
          "key": "metric:5-countries-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$0.55 · medium confidence",
          "key": "metric:0.55-medium-confidence"
        },
        {
          "facet": "Extracted metric · Financial Value",
          "type": "metric",
          "value": "$1 billion · medium confidence",
          "key": "metric:1-billion-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "0.3% · medium confidence",
          "key": "metric:0.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.1% · medium confidence",
          "key": "metric:1.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.2% · medium confidence",
          "key": "metric:1.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.3% · medium confidence",
          "key": "metric:1.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.4% · medium confidence",
          "key": "metric:1.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.6% · medium confidence",
          "key": "metric:1.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.7% · medium confidence",
          "key": "metric:1.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1.8% · medium confidence",
          "key": "metric:1.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "1% · medium confidence",
          "key": "metric:1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10.1% · medium confidence",
          "key": "metric:10.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "10.8% · medium confidence",
          "key": "metric:10.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11.3% · medium confidence",
          "key": "metric:11.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11.4% · medium confidence",
          "key": "metric:11.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "11.5% · medium confidence",
          "key": "metric:11.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12.2% · medium confidence",
          "key": "metric:12.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12.4% · medium confidence",
          "key": "metric:12.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12.5% · medium confidence",
          "key": "metric:12.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "12.7 % · medium confidence",
          "key": "metric:12.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "13.6 % · medium confidence",
          "key": "metric:13.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "15.0% · medium confidence",
          "key": "metric:15.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "15.2% · medium confidence",
          "key": "metric:15.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "15% · medium confidence",
          "key": "metric:15-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "17.23% · medium confidence",
          "key": "metric:17.23-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18.4% · medium confidence",
          "key": "metric:18.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "18.5% · medium confidence",
          "key": "metric:18.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "19.2% · medium confidence",
          "key": "metric:19.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.0% · medium confidence",
          "key": "metric:2.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.2% · medium confidence",
          "key": "metric:2.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.3% · medium confidence",
          "key": "metric:2.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.4% · medium confidence",
          "key": "metric:2.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.5% · medium confidence",
          "key": "metric:2.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.6% · medium confidence",
          "key": "metric:2.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "2.9% · medium confidence",
          "key": "metric:2.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "20% · medium confidence",
          "key": "metric:20-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21.0% · medium confidence",
          "key": "metric:21.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "21.6% · medium confidence",
          "key": "metric:21.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "22.3% · medium confidence",
          "key": "metric:22.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "24.8% · medium confidence",
          "key": "metric:24.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "27.1% · medium confidence",
          "key": "metric:27.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "28.3% · medium confidence",
          "key": "metric:28.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "28.4% · medium confidence",
          "key": "metric:28.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "29.1% · medium confidence",
          "key": "metric:29.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.0% · medium confidence",
          "key": "metric:3.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.1% · medium confidence",
          "key": "metric:3.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.2% · medium confidence",
          "key": "metric:3.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.3% · medium confidence",
          "key": "metric:3.3-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.4% · medium confidence",
          "key": "metric:3.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.6% · medium confidence",
          "key": "metric:3.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "3.9% · medium confidence",
          "key": "metric:3.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36.4% · medium confidence",
          "key": "metric:36.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "36% · medium confidence",
          "key": "metric:36-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "39.5% · medium confidence",
          "key": "metric:39.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.1% · medium confidence",
          "key": "metric:4.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.2% · medium confidence",
          "key": "metric:4.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.4% · medium confidence",
          "key": "metric:4.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.5% · medium confidence",
          "key": "metric:4.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "4.6% · medium confidence",
          "key": "metric:4.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "40.9% · medium confidence",
          "key": "metric:40.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "41.5% · medium confidence",
          "key": "metric:41.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "45.2% · medium confidence",
          "key": "metric:45.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "46.2% · medium confidence",
          "key": "metric:46.2-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "46.9% · medium confidence",
          "key": "metric:46.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "464.6% · medium confidence",
          "key": "metric:464.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5.1% · medium confidence",
          "key": "metric:5.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5.6% · medium confidence",
          "key": "metric:5.6-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5.7% · medium confidence",
          "key": "metric:5.7-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5.74% · medium confidence",
          "key": "metric:5.74-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "5.8% · medium confidence",
          "key": "metric:5.8-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "53.1% · medium confidence",
          "key": "metric:53.1-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "54% · medium confidence",
          "key": "metric:54-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "59.9% · medium confidence",
          "key": "metric:59.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.0% · medium confidence",
          "key": "metric:6.0-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.4% · medium confidence",
          "key": "metric:6.4-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.5% · medium confidence",
          "key": "metric:6.5-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "6.9% · medium confidence",
          "key": "metric:6.9-medium-confidence"
        },
        {
          "facet": "Extracted metric · Percentage",
          "type": "metric",
          "value": "60.4% · medium confidence",
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          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Ransomware or extortion",
          "key": "impact:ransomware-or-extortion"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Service disruption",
          "key": "impact:service-disruption"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Mobile",
          "key": "infrastructure:mobile"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "digikalas[.]online",
          "key": "ioc:digikalas-.-online"
        },
        {
          "facet": "IOC · Defanged Domain",
          "type": "ioc",
          "value": "jetross[.]com",
          "key": "ioc:jetross-.-com"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "2774a5f5991657eb9b0062cd3da0391c9bad2643",
          "key": "ioc:2774a5f5991657eb9b0062cd3da0391c9bad2643"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "304e14a138b92135aad27bb37f4e9db440401ec2",
          "key": "ioc:304e14a138b92135aad27bb37f4e9db440401ec2"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "4cba585d9f208bd712b28f867f908e503ccc9cfe",
          "key": "ioc:4cba585d9f208bd712b28f867f908e503ccc9cfe"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "4e1483737f769e1cee80fa4d7a056a5d8e3b537e",
          "key": "ioc:4e1483737f769e1cee80fa4d7a056a5d8e3b537e"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "64af594c7f91793813e3d769e63816b143102396",
          "key": "ioc:64af594c7f91793813e3d769e63816b143102396"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "69dc276dde8efcb409411508da55d4cbe28d5600",
          "key": "ioc:69dc276dde8efcb409411508da55d4cbe28d5600"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "74fba0bad93bbb0e1eedb196b6efe6af1c0bf23d",
          "key": "ioc:74fba0bad93bbb0e1eedb196b6efe6af1c0bf23d"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "7ad840b1945cc346012987727ebcc062431965a4",
          "key": "ioc:7ad840b1945cc346012987727ebcc062431965a4"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "81670f250f4b3492fd3e00920f9fe7395ecbf85c",
          "key": "ioc:81670f250f4b3492fd3e00920f9fe7395ecbf85c"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "877b804892ab218a53420b6dfbd0a2837368d0b5",
          "key": "ioc:877b804892ab218a53420b6dfbd0a2837368d0b5"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "a70cea846442c18ad265f311b5ced29a4071771d",
          "key": "ioc:a70cea846442c18ad265f311b5ced29a4071771d"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "a8fd13f6b1bdfa87c0f466df69b7e81325b5dd15",
          "key": "ioc:a8fd13f6b1bdfa87c0f466df69b7e81325b5dd15"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "adf267caab78a74c4b4dfabe7b578b0a4d639782",
          "key": "ioc:adf267caab78a74c4b4dfabe7b578b0a4d639782"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "b1cc41e2b9ddb11d0c9d03d319531fea9459cdae",
          "key": "ioc:b1cc41e2b9ddb11d0c9d03d319531fea9459cdae"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "b21cdc5e1b96c640a1d553ed518c49729e367823",
          "key": "ioc:b21cdc5e1b96c640a1d553ed518c49729e367823"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "befb0e4d1cd7d2b4139b55f811993af2c8839e75",
          "key": "ioc:befb0e4d1cd7d2b4139b55f811993af2c8839e75"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "cd540bb31909440fd2bf773e6f1480f5b6f12400",
          "key": "ioc:cd540bb31909440fd2bf773e6f1480f5b6f12400"
        },
        {
          "facet": "IOC · Sha1",
          "type": "ioc",
          "value": "e0f8dd23e4fb0086feb42ea0a5dcef70d7b4d17c",
          "key": "ioc:e0f8dd23e4fb0086feb42ea0a5dcef70d7b4d17c"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "0f8bcca3ed65e980da2a1f90a767b7d543be32eeea3e9338d09d4d635a497988",
          "key": "ioc:0f8bcca3ed65e980da2a1f90a767b7d543be32eeea3e9338d09d4d635a497988"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "146f6010f6ee082aab13e0148d39baefa77eaba4ff65817b511b08c2092bdfd2",
          "key": "ioc:146f6010f6ee082aab13e0148d39baefa77eaba4ff65817b511b08c2092bdfd2"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "15c17dce89deccd5172285b2650de957918aa1157cde8e4633ae15dfe31f2711",
          "key": "ioc:15c17dce89deccd5172285b2650de957918aa1157cde8e4633ae15dfe31f2711"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "246c97957651de568e61eba1abe572f0b0f960456209995d43d53a0d7cc494a1",
          "key": "ioc:246c97957651de568e61eba1abe572f0b0f960456209995d43d53a0d7cc494a1"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "2f2c3551762c03da126e45dca6fc2f997c63f0f1bfc21fd0ceed680ac6f083ce",
          "key": "ioc:2f2c3551762c03da126e45dca6fc2f997c63f0f1bfc21fd0ceed680ac6f083ce"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "3ec016d637e4c9cd331edd2580a229621ad638e924a4aa29ac0342e9144ace19",
          "key": "ioc:3ec016d637e4c9cd331edd2580a229621ad638e924a4aa29ac0342e9144ace19"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "511d3ffb4091cbcc94571d9fb3102e8cb424c6e187d01d53ff12078d54929bda",
          "key": "ioc:511d3ffb4091cbcc94571d9fb3102e8cb424c6e187d01d53ff12078d54929bda"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "6aa4034dc7a2858094ff4dc59af07d6fe31119591e41599bcc0f3d0b516ee734",
          "key": "ioc:6aa4034dc7a2858094ff4dc59af07d6fe31119591e41599bcc0f3d0b516ee734"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "6b7a8e0c96c2318e747f074f9a99d26738700769ac01bba692d19fc884847737",
          "key": "ioc:6b7a8e0c96c2318e747f074f9a99d26738700769ac01bba692d19fc884847737"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "71dfbb171eca4ef9d02ff630b56e5283bbef7b375d4dbe9e8c9531bef312fa8d",
          "key": "ioc:71dfbb171eca4ef9d02ff630b56e5283bbef7b375d4dbe9e8c9531bef312fa8d"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "96b1f96efca3b9df2dea85678d60da27e3265b4a00e39e20e64b27bb985e1561",
          "key": "ioc:96b1f96efca3b9df2dea85678d60da27e3265b4a00e39e20e64b27bb985e1561"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "9cd5e7e3c8bad321ef6c3d47fe25b3b56e9487f703a7eeee52db4067e6bafe61",
          "key": "ioc:9cd5e7e3c8bad321ef6c3d47fe25b3b56e9487f703a7eeee52db4067e6bafe61"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a03b0d41f5ef03328150331ffa0ed970998883f7e0343d79b2d3b95330d8e7c1",
          "key": "ioc:a03b0d41f5ef03328150331ffa0ed970998883f7e0343d79b2d3b95330d8e7c1"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "a8d70d16509e227d8306be361bc37a3dc9fe34bf476f51e361e55e6d293c2b3f",
          "key": "ioc:a8d70d16509e227d8306be361bc37a3dc9fe34bf476f51e361e55e6d293c2b3f"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "bd6431fb06e4689142ef597cf00382e38ae20a5393a4d9277e45a3f5b3cbcff9",
          "key": "ioc:bd6431fb06e4689142ef597cf00382e38ae20a5393a4d9277e45a3f5b3cbcff9"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "c7a36d6b8128c41f93a32413675401a10a2b5769b221bbaa8c5c309585b73ceb",
          "key": "ioc:c7a36d6b8128c41f93a32413675401a10a2b5769b221bbaa8c5c309585b73ceb"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "e3a5296e762e9ee16010399666441d663beeea956382e97cca032a6a5ad06811",
          "key": "ioc:e3a5296e762e9ee16010399666441d663beeea956382e97cca032a6a5ad06811"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "eb2fa179fde2f097c18d5d700ad87d660fc238ee14cbe5477032e60856859621",
          "key": "ioc:eb2fa179fde2f097c18d5d700ad87d660fc238ee14cbe5477032e60856859621"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "f1efb78887bb8783d7781c07cd13b53c9c79ebe5baa81f335838d0a6e73dec7e",
          "key": "ioc:f1efb78887bb8783d7781c07cd13b53c9c79ebe5baa81f335838d0a6e73dec7e"
        },
        {
          "facet": "IOC · Sha256",
          "type": "ioc",
          "value": "f324a45fcd2a9db4e542c09486c21b08bc42d6bf76fbd5f17871090361b10815",
          "key": "ioc:f324a45fcd2a9db4e542c09486c21b08bc42d6bf76fbd5f17871090361b10815"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "IoT botnet",
          "key": "malware-or-tool:iot-botnet"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "TuxBot",
          "key": "malware-or-tool:tuxbot"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Collection",
          "key": "mitre-tactic:collection"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Impact",
          "key": "mitre-tactic:impact"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Resource Development",
          "key": "mitre-tactic:resource-development"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Palo Alto Networks Unit 42",
          "key": "publisher:palo-alto-networks-unit-42"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "unit42.paloaltonetworks.com",
          "key": "publisher-domain:unit42.paloaltonetworks.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Cryptocurrency",
          "key": "sector:cryptocurrency"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Employees",
          "key": "target:employees"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Executives",
          "key": "target:executives"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "CAPTCHA bypass",
          "key": "ttp:captcha-bypass"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential harvesting",
          "key": "ttp:credential-harvesting"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Malware generation",
          "key": "ttp:malware-generation"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:media.defense.gov:82c65bbe3be3ffaf",
      "title": "U.S. Cyber Command / Defense media — AA22–055A PDF mirror",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://media.defense.gov/2022/Feb/24/2002944274/-1/-1/0/CSA_AA22-055A_Iranian_Government-Sponsored_Actors_Conduct_Cyber_Operations.PDF",
      "publisher": "Media Defense",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "media.defense.gov",
          "key": "publisher-domain:media.defense.gov"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        }
      ],
      "used_in": [
        {
          "title": "Operation Desert Hydra — AI-Assisted CTI Pipeline: MuddyWater to Kibana",
          "url": "https://1200km.com/articles/read/2026/2026-05-23-operation-desert-hydra-ai-assisted-cti-pipeline-muddywater-to-kibana-34da7917acf0/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "site-reference:iranwatch.org:1ad0aba4ecd5d87b",
      "title": "U.S. Cyber Command / Iran Watch mirror — Iranian intel cyber suite of malware PDF",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://www.iranwatch.org/sites/default/files/cybercom_muddywater_press_release.pdf",
      "publisher": "Iranwatch",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "iranwatch.org",
          "key": "publisher-domain:iranwatch.org"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        }
      ],
      "used_in": [
        {
          "title": "Operation Desert Hydra — AI-Assisted CTI Pipeline: MuddyWater to Kibana",
          "url": "https://1200km.com/articles/read/2026/2026-05-23-operation-desert-hydra-ai-assisted-cti-pipeline-muddywater-to-kibana-34da7917acf0/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "site-reference:ofac.treasury.gov:e00cbcf60754a978",
      "title": "U.S. Treasury / OFAC, Guidance on the Democratic People’s Republic of Korea Information Technology Workers",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://ofac.treasury.gov/system/files/126/20220516_dprk_it_worker_advisory.pdf",
      "publisher": "OFAC Treasury",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "ofac.treasury.gov",
          "key": "publisher-domain:ofac.treasury.gov"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "offensive-research",
          "key": "used-by-topic:offensive-research"
        }
      ],
      "used_in": [
        {
          "title": "AI in Offensive Operations: How Threat Actors Use Artificial Intelligence",
          "url": "https://1200km.com/articles/read/2026/2026-04-12-ai-in-offensive-operations-how-threat-actors-use-artificial-intelligence-4eaeeaf029a9/",
          "type": "article",
          "domain": "offensive-research"
        }
      ]
    },
    {
      "id": "ai-attack-reference:pub-007",
      "title": "UAT-10147: Chinese-speaking adversary integrates agentic AI into post-compromise operations",
      "description": "Cisco Talos operational CTI publication covering Code debugging and scripting, Identity fraud and impersonation, and Obfuscation and evasion. Indexed with UAT-10147, Education, and Anthropic context.",
      "url": "https://blog.talosintelligence.com/uat-10147-chinese-speaking-adversary-integrates-agentic-ai-into-post-compromise-operations/",
      "publisher": "Cisco Talos",
      "published_at": "2026-08-20",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Agentic AI",
          "key": "ai-technology:agentic-ai"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Code debugging and scripting",
          "key": "ai-use-case:code-debugging-and-scripting"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Identity fraud and impersonation",
          "key": "ai-use-case:identity-fraud-and-impersonation"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Obfuscation and evasion",
          "key": "ai-use-case:obfuscation-and-evasion"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Vulnerability research",
          "key": "ai-use-case:vulnerability-research"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Credential theft",
          "key": "attack-vector:credential-theft"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Brazil",
          "key": "country-or-region:brazil"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Canada",
          "key": "country-or-region:canada"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "China",
          "key": "country-or-region:china"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Vietnam",
          "key": "country-or-region:vietnam"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2010-3904",
          "key": "cve:cve-2010-3904"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2015-3246",
          "key": "cve:cve-2015-3246"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2015-5287",
          "key": "cve:cve-2015-5287"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2019-18935",
          "key": "cve:cve-2019-18935"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-23758",
          "key": "cve:cve-2021-23758"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-29441",
          "key": "cve:cve-2021-29441"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-29442",
          "key": "cve:cve-2021-29442"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2021-3156",
          "key": "cve:cve-2021-3156"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2022-0847",
          "key": "cve:cve-2022-0847"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2022-0995",
          "key": "cve:cve-2022-0995"
        },
        {
          "facet": "CVE",
          "type": "cve",
          "value": "CVE-2022-27925",
          "key": "cve:cve-2022-27925"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted metrics",
          "key": "evidence-inventory:contains-extracted-metrics"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Forecast or prediction",
          "key": "evidence-landscape:forecast-or-prediction"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Proof of concept",
          "key": "evidence-landscape:proof-of-concept"
        },
        {
          "facet": "Evidence quality",
          "type": "content_quality",
          "value": "Usable Machine Extraction",
          "key": "content-quality:usable-machine-extraction"
        },
        {
          "facet": "Extracted metric · Blast Radius",
          "type": "metric",
          "value": "0995 targets · medium confidence",
          "key": "metric:0995-targets-medium-confidence"
        },
        {
          "facet": "Impact",
          "type": "impact",
          "value": "Data theft or exfiltration",
          "key": "impact:data-theft-or-exfiltration"
        },
        {
          "facet": "Inclusion",
          "type": "inclusion",
          "value": "Core AI-attack research",
          "key": "inclusion:core-ai-attack-research"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Browser",
          "key": "infrastructure:browser"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Email",
          "key": "infrastructure:email"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "Endpoint",
          "key": "infrastructure:endpoint"
        },
        {
          "facet": "Infrastructure",
          "type": "infrastructure",
          "value": "SaaS",
          "key": "infrastructure:saas"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Actions on Objectives",
          "key": "kill-chain-phase:actions-on-objectives"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Command and Control",
          "key": "kill-chain-phase:command-and-control"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Delivery",
          "key": "kill-chain-phase:delivery"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Exploitation",
          "key": "kill-chain-phase:exploitation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Installation",
          "key": "kill-chain-phase:installation"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Reconnaissance",
          "key": "kill-chain-phase:reconnaissance"
        },
        {
          "facet": "Kill Chain phase",
          "type": "kill_chain_phase",
          "value": "Weaponization",
          "key": "kill-chain-phase:weaponization"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Claude",
          "key": "llm-model:claude"
        },
        {
          "facet": "LLM model",
          "type": "llm_model",
          "value": "Gemini",
          "key": "llm-model:gemini"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Anthropic",
          "key": "llm-provider:anthropic"
        },
        {
          "facet": "LLM provider",
          "type": "llm_provider",
          "value": "Google",
          "key": "llm-provider:google"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "BadIIS malware",
          "key": "malware-or-tool:badiis-malware"
        },
        {
          "facet": "Malware or tool",
          "type": "malware_or_tool",
          "value": "QuasarRAT",
          "key": "malware-or-tool:quasarrat"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Command and Control",
          "key": "mitre-tactic:command-and-control"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Credential Access",
          "key": "mitre-tactic:credential-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Defense Evasion",
          "key": "mitre-tactic:defense-evasion"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Discovery",
          "key": "mitre-tactic:discovery"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Execution",
          "key": "mitre-tactic:execution"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Exfiltration",
          "key": "mitre-tactic:exfiltration"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Initial Access",
          "key": "mitre-tactic:initial-access"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Persistence",
          "key": "mitre-tactic:persistence"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Privilege Escalation",
          "key": "mitre-tactic:privilege-escalation"
        },
        {
          "facet": "MITRE tactic",
          "type": "mitre_tactic",
          "value": "Reconnaissance",
          "key": "mitre-tactic:reconnaissance"
        },
        {
          "facet": "Publication date method",
          "type": "publication_date_method",
          "value": "Metadata",
          "key": "publication-date-method:metadata"
        },
        {
          "facet": "Publication date precision",
          "type": "publication_date_precision",
          "value": "Day",
          "key": "publication-date-precision:day"
        },
        {
          "facet": "Publisher",
          "type": "publisher",
          "value": "Cisco Talos",
          "key": "publisher:cisco-talos"
        },
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "blog.talosintelligence.com",
          "key": "publisher-domain:blog.talosintelligence.com"
        },
        {
          "facet": "Relevance basis",
          "type": "relevance_basis",
          "value": "campaign, actor, malware, or abuse investigation",
          "key": "relevance-basis:campaign-actor-malware-or-abuse-investigation"
        },
        {
          "facet": "Retrieval method",
          "type": "retrieval_method",
          "value": "Direct",
          "key": "retrieval-method:direct"
        },
        {
          "facet": "Review requirement",
          "type": "review_requirement",
          "value": "Manual review required",
          "key": "review-requirement:manual-review-required"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Education",
          "key": "sector:education"
        },
        {
          "facet": "Sector",
          "type": "sector",
          "value": "Government",
          "key": "sector:government"
        },
        {
          "facet": "Source type",
          "type": "source_type",
          "value": "operational CTI publication",
          "key": "source-type:operational-cti-publication"
        },
        {
          "facet": "Statistical use",
          "type": "statistical_use",
          "value": "incident_or_observation",
          "key": "statistical-use:incident-or-observation"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Developers",
          "key": "target:developers"
        },
        {
          "facet": "Target",
          "type": "target",
          "value": "Security researchers",
          "key": "target:security-researchers"
        },
        {
          "facet": "Threat group",
          "type": "threat_group",
          "value": "UAT-10147",
          "key": "threat-group:uat-10147"
        },
        {
          "facet": "Threat-group identifier",
          "type": "threat_group_identifier",
          "value": "UAT-10147",
          "key": "threat-group-identifier:uat-10147"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Command and control",
          "key": "ttp:command-and-control"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Credential theft",
          "key": "ttp:credential-theft"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Data exfiltration",
          "key": "ttp:data-exfiltration"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Defense evasion",
          "key": "ttp:defense-evasion"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "PowerShell execution",
          "key": "ttp:powershell-execution"
        },
        {
          "facet": "TTP",
          "type": "ttp",
          "value": "Vulnerability scanning",
          "key": "ttp:vulnerability-scanning"
        },
        {
          "facet": "Year",
          "type": "year",
          "value": "2026",
          "key": "year:2026"
        }
      ],
      "used_in": []
    },
    {
      "id": "site-reference:cloud.google.com:397438c2c1430df1",
      "title": "UDM Field List | Google Security Operations | Google Cloud",
      "description": "External source cited by 1 maintained 1200km page.",
      "url": "https://cloud.google.com/chronicle/docs/reference/udm-field-list",
      "publisher": "Cloud Google",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "cloud.google.com",
          "key": "publisher-domain:cloud.google.com"
        },
        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "detection-engineering",
          "key": "used-by-topic:detection-engineering"
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      ],
      "used_in": [
        {
          "title": "CTI Research: Kubernetes & Cloud-Native Threat Landscape",
          "url": "https://1200km.com/articles/read/2026/2026-04-25-cti-research-kubernetes-and-cloud-native-threat-landscape-70373d6d7a87/",
          "type": "article",
          "domain": "detection-engineering"
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    },
    {
      "id": "site-reference:gov.uk:15d3ab3b08b08958",
      "title": "UK Government, Foreign Office Minister condemns Russia for NotPetya",
      "description": "External source cited by 2 maintained 1200km pages.",
      "url": "https://www.gov.uk/government/news/foreign-office-minister-condemns-russia-for-notpetya-attacks",
      "publisher": "GOV",
      "published_at": null,
      "inclusion": "site",
      "tags": [
        {
          "facet": "Publisher domain",
          "type": "publisher_domain",
          "value": "gov.uk",
          "key": "publisher-domain:gov.uk"
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        {
          "facet": "Used by content type",
          "type": "used_by_type",
          "value": "article",
          "key": "used-by-type:article"
        },
        {
          "facet": "Used by topic",
          "type": "used_by_topic",
          "value": "threat-intelligence",
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      "used_in": [
        {
          "title": "Applying Sherman Kent’s Analytic Discipline to CTI: A Practical Analyst Guide",
          "url": "https://1200km.com/articles/read/2026/2026-05-10-applying-sherman-kent-s-analytic-discipline-to-cti-a-practical-analyst-guide-33142ad7553b/",
          "type": "article",
          "domain": "threat-intelligence"
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          "title": "CTI Research: Sandworm / APT44",
          "url": "https://1200km.com/articles/read/2026/2026-03-07-cti-research-sandworm-apt44-649332e8af44/",
          "type": "article",
          "domain": "threat-intelligence"
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    },
    {
      "id": "ai-attack-reference:pub-021",
      "title": "UNC1069 Targets Cryptocurrency Sector with New Tooling and AI-Enabled Social Engineering",
      "description": "Google Threat Intelligence Group / Mandiant operational CTI publication covering Deepfake video or image, Reconnaissance and target research, and Translation and localization. Indexed with BlueNoroff, Cryptocurrency, and Google context.",
      "url": "https://cloud.google.com/blog/topics/threat-intelligence/unc1069-targets-cryptocurrency-ai-social-engineering",
      "publisher": "Google Threat Intelligence Group / Mandiant",
      "published_at": "2026-02-10",
      "inclusion": "core",
      "tags": [
        {
          "facet": "Actor motivation",
          "type": "actor_motivation",
          "value": "Financial",
          "key": "actor-motivation:financial"
        },
        {
          "facet": "AI relevance",
          "type": "ai_relevance",
          "value": "core_ai_attack",
          "key": "ai-relevance:core-ai-attack"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Deepfake / synthetic media",
          "key": "ai-technology:deepfake-/-synthetic-media"
        },
        {
          "facet": "AI technology",
          "type": "ai_technology",
          "value": "Generative AI",
          "key": "ai-technology:generative-ai"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Deepfake video or image",
          "key": "ai-use-case:deepfake-video-or-image"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Reconnaissance and target research",
          "key": "ai-use-case:reconnaissance-and-target-research"
        },
        {
          "facet": "AI use case",
          "type": "ai_use_case",
          "value": "Translation and localization",
          "key": "ai-use-case:translation-and-localization"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Spearphishing",
          "key": "attack-vector:spearphishing"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Supply chain",
          "key": "attack-vector:supply-chain"
        },
        {
          "facet": "Attack vector",
          "type": "attack_vector",
          "value": "Vishing",
          "key": "attack-vector:vishing"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "North Korea",
          "key": "country-or-region:north-korea"
        },
        {
          "facet": "Country or region",
          "type": "country_or_region",
          "value": "Russia",
          "key": "country-or-region:russia"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Credentials and passwords",
          "key": "data-type:credentials-and-passwords"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Documents and files",
          "key": "data-type:documents-and-files"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Session cookies or tokens",
          "key": "data-type:session-cookies-or-tokens"
        },
        {
          "facet": "Data type",
          "type": "data_type",
          "value": "Source code",
          "key": "data-type:source-code"
        },
        {
          "facet": "Evidence inventory",
          "type": "evidence_inventory",
          "value": "Contains extracted IOCs",
          "key": "evidence-inventory:contains-extracted-iocs"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "In-the-wild observed",
          "key": "evidence-landscape:in-the-wild-observed"
        },
        {
          "facet": "Evidence landscape",
          "type": "evidence_landscape",
          "value": "Incident response",
          "key": "evidence-landscape:incident-response"
        },
        {
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