name: keyword-expansion
description: |
Expand and refine search keywords (synonyms, acronyms, exclusions) and update queries.md.
Trigger: keyword expansion, synonyms, exclusions, queries.md, 关键词扩展, 同义词, 排除词.
Use when: 检索覆盖不足/噪声过大,或主题别名很多,需要系统化扩展与收敛检索词。
Skip if: queries.md 已经能稳定检出覆盖面(无需扩大范围导致后续成本爆炸)。
Network: none.
Guardrail: 保持可控的 query 数量;明确 exclusions;避免“无限扩展”。
Skill: keyword-expansion
Goal
- Improve recall/precision of
queries.mdwithout drifting scope.
Inputs
queries.md- Optional:
DECISIONS.mdscope notes
Outputs
- Updated
queries.md
Procedure (MUST FOLLOW)
- Extract the current topic scope and exclusions.
- Propose keyword expansions (synonyms, related terms, acronyms) and add explicit exclusions for common false positives.
- Update
queries.mdwith a clear “why” note for each change.
Acceptance criteria (MUST CHECK)
-
queries.mdcontains updated keywords and excludes. - Changes do not contradict
DECISIONS.mdscope constraints.
Troubleshooting
Issue: keyword expansion causes scope drift
Fix:
- Re-read
DECISIONS.mdscope notes and add explicit exclusions inqueries.mdfor common false positives.
Issue: query count explodes and becomes unmanageable
Fix:
- Keep a small set of high-signal queries; merge synonyms into the same query where possible instead of adding many near-duplicates.