MITRE ATLAS 2026.09 / technique reference

AML.T0115
Publish Poisoned AI Artifacts

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MITRE source definition

Adversaries may create or modify AI artifacts and publish them through public or shared distribution channels to facilitate compromise of downstream AI systems. Poisoned AI artifacts may include datasets, models, and AI agent tools containing malicious content, behaviors, code, or configurations.

Adversaries may publish novel artifacts or malicious variants of legitimate artifacts through dataset or model repositories, package registries, source code repositories, tool hubs, or remotely hosted services. Victims may subsequently acquire and integrate these artifacts through [AI Supply Chain Compromise](/techniques/AML.T0010).

Source modified 2026-07-31. Reproduced from the pinned ATLAS release; inline technique links resolve to local reference pages.

Source-backed defensive context

MITRE mitigations

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These are explicit source relationships, not independently reproduced incidents or validated detection coverage.

Simulation and telemetry boundary

This is a technique reference page, not a runnable simulation. No ATLAS-specific telemetry mapping, local attack execution or detector validation is asserted. MITRE maturity describes its source evidence, not a 1200km lab result.

For broader context—not technique-specific control mappings—see AI Security, AI Security Course, and detection-validation methodology.

Provenance and attribution

Immutable MITRE ATLAS source · Import provenance · Attribution and transformation notice · Apache License 2.0

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