cyberneticlibrary

Audit code quality with adversarial review

nihil-maatworkflowsetup L25
ANcpLua/ancplua-claude-plugins
What it does

Assess information architecture for knowledge preservation

Best for

Auditing IA when information loss or findability drift is a concern.

Inputs
  • · knowledge_base
  • · user_models
Outputs
  • · ia_audit
  • · recommendations
Requires
  • · search_engine
  • · analytics
Preconditions

Knowledge base structure mapped; user behavior data available

Failure modes
  • · IA too complex
  • · User data sparse
  • · Recommendation mismatch
Trust signals
  • · User-centered audit
  • · Preservation metrics