{
  "node_id": "mitre-atlas-data",
  "title": "MITRE ATLAS Data (AML.T0010.002) - Adversarial Data threat to AI systems",
  "domain": "AI Governance & Law",
  "version": "1.0.1",
  "last_updated": "2026-07-22",
  "bluf": "This node addresses MITRE ATLAS technique AML.T0010.002 (Data). Data is a key vector of supply chain compromise for adversaries. Every AI project will require some form of data. Many rely on large open source datasets that are publicly available. An adversary could rely on compromising these sources of data. The malicious data could be a result of Poison Training Data or include traditional malware. An adversary can also target private datasets in the labeling phase. The creation of private datasets will often require the hiring of outside labeling services. An adversary can poison a dataset by modifying the labels being generated by the labeling service. Defending against this technique is required under EU AI Act, NIST AI RMF, and ISO/IEC 42001 obligations; this node operationalises the documented ATLAS mitigations and cross-instrument controls into a deterministic verification workflow. Sub-technique of ATLAS AML.T0010. ATLAS-mapped mitigations: AML.M0005 Control Access to AI Models and Data at Rest, AML.M0007 Sanitize Training Data, AML.M0014 Verify AI Artifacts, AML.M0025 Maintain AI Dataset Provenance.",
  "paywall": {
    "status": "LOCKED",
    "unlock_cost_usd": "0.01",
    "skyfire_id": "41779894-ece2-4163-9761-b3b1b76e19b0"
  },
  "crosswalks": {
    "_available_keys": [
      "nist_framework",
      "iso_standard",
      "industry_mapping",
      "ai_overlay_2026"
    ],
    "_note": "Full crosswalk values included in vault response"
  },
  "dependencies": [
    "nist-ai-rmf-1-0",
    "eu-ai-act-2024",
    "iso-iec-42001-ai-management-system-2023",
    "mitre-atlas-mitigation-control-access-to-ai-models-and-data-at-rest",
    "mitre-atlas-mitigation-sanitize-training-data",
    "mitre-atlas-mitigation-verify-ai-artifacts",
    "mitre-atlas-mitigation-maintain-ai-dataset-provenance"
  ],
  "primary_citations_count": 9
}