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MITRE ATLAS Direct (AML.T0051.000) - Adversarial Direct threat to AI systems

This node addresses MITRE ATLAS technique AML.T0051.000 (Direct). An adversary may inject prompts directly as a user of the LLM. This type of injection…

What MITRE ATLAS Direct (AML.T0051.000) - Adversarial Direct threat to AI systems requires

This node addresses MITRE ATLAS technique AML.T0051.000 (Direct). An adversary may inject prompts directly as a user of the LLM. This type of injection may be used by the adversary to gain a foothold in the system or to misuse the LLM itself, as for example to generate harmful content. 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.T0051. ATLAS-mapped mitigations: AML.M0024 AI Telemetry Logging, AML.M0033 Input and Output Validation for AI Agent Components.

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: 3899f7e2050ec06af4fbf95ed35fa2e2a78981b55e21464eb069b45c76e3bf4e

Primary Citations — 7 traced to source

  • MITRE ATLAS - Direct (AML.T0051.000), https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml#AML.T0051.000, AML.T0051.000 technique 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

+ 5 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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