01Implement human-in-the-loop gates requiring explicit approval for high-impact actions
02Utilize hash-sealed Governed Memory Packs with trust levels, TTL, and role-based access
03Map governance controls to major regulatory frameworks like NIST AI RMF and EU AI Act
04Maintain a hash-chained, tamper-evident forensic audit trail of all AI operations and decisions
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06Classify AI agent decisions as Mandatory, Advisory, or Informational (MAI Framework)