keyword-expansion

Skill: keyword-expansion

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Install skill "keyword-expansion" with this command: npx skills add willoscar/research-units-pipeline-skills/willoscar-research-units-pipeline-skills-keyword-expansion

Skill: keyword-expansion

Goal

  • Improve recall/precision of queries.md without drifting scope.

Inputs

  • queries.md

  • Optional: DECISIONS.md scope 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.md with a clear “why” note for each change.

Acceptance criteria (MUST CHECK)

  • queries.md contains updated keywords and excludes.

  • Changes do not contradict DECISIONS.md scope constraints.

Troubleshooting

Issue: keyword expansion causes scope drift

Fix:

  • Re-read DECISIONS.md scope notes and add explicit exclusions in queries.md for 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.

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