Evolve
Research-driven multi-cycle improvement director.
Install
npx skills add SethGammon/Citadel --skill evolve -g -a claude-code -y- Repository
- SethGammon/Citadel927
- Category
- AI and agents
- Updated
- 5d ago
- License
- MIT
- Context cost
- Mediumabout 3,000 tokens
- Runs scripts
- No, instructions only
What it does
Research-driven multi-cycle improvement director. Forms causal hypotheses about why scores are low, validates them with scout agents before attacking, dispatches axis-parallel fleet attacks, extracts transferable patterns, and runs indefinitely within a budget envelope. Accumulates a persistent belief model and pattern library across sessions.
/evolve, Improvement Director
Orientation
Use when: You want sustained autonomous quality advancement, the director forms hypotheses, scouts before attacking, and builds a belief model that compounds across cycles. Runs until a natural ceiling, budget exhaustion, or you say stop.
Don't use when: You want a single scored loop (/improve), a known axis
attacked directly (/improve --axis), or a one-time audit (/improve --score-only).
Key difference from /improve: /improve follows the rubric mechanically.
/evolve asks why scores are where they are, validates those theories before
spending fleet budget, and extracts cross-skill patterns that propagate to skills
never directly attacked.
Invocation
/evolve {target} # run until ceiling, velocity drop, or budget
/evolve {target} --n={N} # exactly N director cycles then stop
/evolve {target} --budget=${X} # run until cumulative spend reaches $X
/evolve {target} --continue # resume from saved director state
/evolve {target} --status # show belief model, velocity, spend, no attack
/evolve {target} --axis={name} # focus director on one axis (scout + attack only)
target maps to .planning/rubrics/{target}.md.
If no rubric exists, run /improve {target} Phase 0 first, /evolve requires
an approved rubric and will not auto-generate one.
Campaign Artifacts
All findings are externalized incrementally, written after every phase, not only at cycle end. A crashed or compacted session resumes with full context.

