expertise-file-design
Expertise File Design
Guide for designing YAML expertise files that serve as mental models for agent experts.
MANDATORY: Act-Learn-Reuse Context
Expertise files are mental models, NOT sources of truth. They:
- Accelerate agent execution by pre-loading domain knowledge
- Are maintained by self-improve prompts, not humans
- Validate against the actual codebase (source of truth)
- Have enforced line limits to protect context windows
When to Use
- Creating mental models for new domain-specific agents
- Defining expertise schema structures (YAML)
- Structuring knowledge for Act-Learn-Reuse workflows
- Reviewing or auditing existing expertise file designs
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