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MITRE ATLAS Mitigation Passive AI Output Obfuscation (AML.M0002) - Output Obfuscation Controls to Inhibit Model Extraction

This node operationalises MITRE ATLAS mitigation AML.M0002 (Passive AI Output Obfuscation). Decreasing the fidelity of model outputs provided to the end…

What MITRE ATLAS Mitigation Passive AI Output Obfuscation (AML.M0002) - Output Obfuscation Controls to Inhibit Model Extraction requires

This node operationalises MITRE ATLAS mitigation AML.M0002 (Passive AI Output Obfuscation). Decreasing the fidelity of model outputs provided to the end user can reduce an adversary's ability to extract information about the model and optimize attacks for the model. It maps the mitigation to EU AI Act, NIST AI RMF, and ISO/IEC 42001 obligations and drives a 10-gate verification workflow that an AI agent can execute against any production system.

Pillar: AI Governance & Law · Authority: MITRE Corporation · Version: 1.0.1 · Last updated:

Primary source: https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml

SHA-256 integrity: 7762327334b00c43b659fd371e4db63f09377860a4b40b77f1ba7bf087d52de4

Primary Citations — 6 traced to source

  • MITRE ATLAS - Passive AI Output Obfuscation (AML.M0002), https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml#AML.M0002, AML.M0002 mitigation entry, 2026
  • EU AI Act - Regulation (EU) 2024/1689 on Artificial Intelligence, https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32024R1689, Article 15 (Accuracy, Robustness, Cybersecurity), 2024

+ 4 more citations (full bibliography, deterministic workflow, actionable schema and crosswalks) included in the vault unlock — $0.01 via Skyfire / L402 / Direct Base USDC.

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