Pattern: Authoritative Knowledge Locking

Requirement for LLM-based agents to only retrieve from verified, version-controlled policy stores.

What Fails Without It

Policy hallucination and unauthorized commitment of corporate resources.

Observed Incidents

Patterns emerge across multiple AI system failures when governance controls are absent or improperly implemented.