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3-layer knowledge architecture for packaging domain expertise.

Layers:

  • Human docs (comprehensive guides)
  • AI skills (quick-reference patterns)
  • Validation tests (automated checks)

Includes:

  • Templates for each layer
  • Real example (Claude SDK expert)
  • Distribution methods (git submodule, MCP server, package)

Changes:

  • README.md: Add to patterns table
  • docs/README.md: Add to Agent Behavior Patterns
  • docs/patterns/expert-system.md: New pattern doc (~3K words)

Use cases:

  • SDK/library integration expertise
  • Infrastructure (Kubernetes, databases)
  • Security (OWASP, compliance)
  • Performance optimization

Enables teams to package tribal knowledge into queryable systems accessible by both humans and AI agents.

3-layer knowledge architecture for packaging domain expertise:
- Human docs (narrative guides)
- AI skills (quick-reference patterns)
- Validation tests (automated checks)

Includes templates, real example (Claude SDK), and distribution methods (git, MCP, package).

Updates:
- README.md: Add to patterns table
- docs/README.md: Add to Agent Behavior Patterns
- docs/patterns/expert-system.md: New pattern doc
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2 participants