Self Evolving Skill Tree With Learned Procedure Crystallization And Sop Generation

via “continuous learning system with instinct evolution”

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

Unique: Combines Observer Agent pattern detection with automatic Skill Creator integration and SQLite-backed instinct persistence, enabling autonomous skill generation without manual prompt engineering. Project-scoped learning prevents skill pollution across different codebases, and the evaluation system provides feedback loops for skill health tracking.