Skills for Real Engineers. Straight from my .agents directory.
evolve
Agent skill fromSethGammon/Citadel
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.
How to install evolve
npx skills add SethGammon/Citadel# or add only this skill to Claude Code: copy the folder
skills/evolve/
# into
~/.claude/skills/evolve/ (all projects)
.claude/skills/evolve/ (one project)
1# /evolve — Improvement Director23## Orientation45**Use when:** You want sustained autonomous quality advancement — the director6forms hypotheses, scouts before attacking, and builds a belief model that7compounds across cycles. Runs until a natural ceiling, budget exhaustion, or you8say stop.910**Don't use when:** You want a single scored loop (`/improve`), a known axis11attacked directly (`/improve --axis`), or a one-time audit (`/improve --score-only`).1213**Key difference from `/improve`:** `/improve` follows the rubric mechanically.14`/evolve` asks *why* scores are where they are, validates those theories before15spending fleet budget, and extracts cross-skill patterns that propagate to skills16never directly attacked.1718## Invocation1920```21/evolve {target} # run until ceiling, velocity drop, or budget22/evolve {target} --n={N} # exactly N director cycles then stop23/evolve {target} --budget=${X} # run until cumulative spend reaches $X24/evolve {target} --continue # resume from saved director state25/evolve {target} --status # show belief model, velocity, spend — no attack26/evolve {target} --axis={name} # focus director on one axis (scout + attack only)27```2829`target` maps to `.planning/rubrics/{target}.md`.30If no rubric exists, run `/improve {target}` Phase 0 first — `/evolve` requires31an approved rubric and will not auto-generate one.3233## Campaign Artifacts3435All findings are externalized incrementally — written after every phase, not36…
Excerpt shown under the repository's MIT license.
More skills in Citadel
Similar skill repositories
An agentic skills framework & software development methodology that works.
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.
Public repository for Agent Skills
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
Production-grade engineering skills for AI coding agents.
