MITRE ATLAS 2026.09 / technique reference
AML.T0115.001
Models
MITRE source definition
Adversaries may publish poisoned AI models through model registries, code repositories, or other model distribution channels. The model may be newly created or a modified variant of a legitimate model and may contain manipulated weights, configurations, architecture, serialized code, or other components that produce malicious behavior or execute malicious code.
Victims may subsequently download and integrate the model 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.
Parent, sub-techniques and ATT&CK references
Source-backed defensive context
MITRE mitigations
MITRE case studies
- AML.CS0019 PoisonGPT · Exercise
- AML.CS0027 Organization Confusion on Hugging Face · Exercise
- AML.CS0031 Malicious Models on Hugging Face · Incident
- AML.CS0064 Poisoned GGUF Templates: Inference-Time Supply Chain Attack · Exercise
- AML.CS0065 Model Namespace Reuse Supply Chain Attack · Exercise
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
Copyright 2021-2026 MITRE. Source text and explicit relationships are retained; navigation, formatting and local links are provided by 1200km.
No explicit relationship in this pinned source.