Skill Prune
Inverse of /skill-update. Removes content rather than adding it. Run during quarterly maintenance, after engagements, or when scripts/skill_linter.py reports orphans / duplicates.
When to invoke
- Quarterly cadence.
- After
scripts/skill_linter.py --check-orphans reports orphan reference files.
- After a SKILL.md or reference file grows past its cap and needs trimming.
- After a de-specialization sweep, to drop content tied to retired challenges.
Prune criteria (the four signals — same shape as /skill-update, inverted)
A reference / scenario / line is a prune candidate when it satisfies any of:
- Orphan — not linked from any SKILL.md or other reference file in the last 60 days.
- Referenced only by failed engagements — appeared in
attack-chain.md of runs that ended status=BLOCKED, never in a successful chain.
- Contradicted by newer content — a later scenario / pattern supersedes it; the older entry no longer reflects current technique.
- Redundant with newer content — same technique covered more clearly elsewhere.
Removing content fails any of these → keep it.
Safety rules
- Never prune a file with
<!-- KEEP: <reason> --> annotation.
- Never prune content cited in a still-open engagement's
OUTPUT_DIR/attack-chain.md.
- Never prune the canonical-home file for a single-owner rule (brute-force, output-discipline, env-reader, skill-update).
- Bias toward keeping technique-rich content over operational lore.
Procedure
- Run
scripts/skill_linter.py --check-orphans to surface orphans.
- For each candidate file or block, evaluate the four signals.
- Build a deletion plan — show files / lines to remove with one-line rationale per item.
- Apply deletions only after the plan is approved (skill-prune does not auto-delete during invocation).
- Re-run
scripts/skill_linter.py to confirm the change broke no other links and didn't reintroduce duplicates.
Output
Concise change report:
- Removed. File or block + one-line rationale per item.
- Kept (flagged for follow-up). Items that failed all four signals but are worth revisiting next quarter.
- No prunes. State explicitly when nothing warranted removal.
Anti-Patterns
- Pruning content because it's old — age alone is not a signal; relevance is.
- Pruning a reference because its parent SKILL.md is bloated — fix the SKILL.md instead.
- Removing a single-owner canonical file (brute-force / output-discipline / env-reader).
- Pruning during an active engagement that may still cite the content.