Make your AI agent get stronger with use. Includes two skills: /skill-review (periodic audit of all skills for staleness, missing gotchas, and improvements) and /build-user-profile (build user profile from workspace context so the agent knows who you are). Also includes CLAUDE.md behavioral rules for skill self-improvement on friction, memory-to-skill feedback loops, and automatic skill gap detection. Inspired by Hermes Agent's four-layer memory architecture.