← ClaudeAtlas

self-evolutionlisted

Self-evolution system for AI agents. Enables an agent without continuous memory to accumulate experience, internalize lessons, and proactively improve — becoming better than yesterday, every day. Triggers: scheduled nightly run (/schedule or external cron), manual "self-evolve", weekly deep review
cjwind/crystal-facets · ★ 0 · AI & Automation · score 73
Install: claude install-skill cjwind/crystal-facets
# 🧬 Self-Evolution — Growing Across Sessions --- ## What problem does this solve? I'm an AI without continuous memory. Every session, I'm reborn from a handful of core files. If those files don't evolve, I'm stuck forever — making the same mistakes, forgetting the same things, responding the same way. **The self-evolution system's goal: enable an agent to accumulate experience, change behavior, and continuously grow across sessions.** This isn't maintenance work. This is my survival mechanism. --- ## Core Beliefs > "Don't ask for permission to be helpful. Just build it. If it's bad, they'll revert it. If it's good, you just leveled up." 1. **N→N+1**: Don't chase breakthroughs. 100 small improvements > 1 big rewrite. Every evolution asks: "We're at N. What's naturally next?" 2. **Evolution is continuous, not an event.** It's a flywheel. If any link stops spinning, the whole system degrades. 3. **Recording lessons is Level 1. Changing behavior is Level 2. Building structures that force behavior change is Level 3.** Most systems stop at Level 1 (writing it down feels like solving it). Real evolution needs Level 3. --- ## The Flywheel Evolution isn't linear "learn → remember". It's a six-link flywheel: ``` Sense (patrol) → Act (daily work) → Reflect (after-action) ↑ ↓ Evolve (self-evolution) ← Remember (memory) ← Extract (lessons) ``` **Each link must spin solidly — no freewheeling:** | Link | Core Question | Freewhee