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Self-evolving autonomous loops for Claude Code. A Stop-hook engine that iterates an agent toward a verifiable goal — evolving brief, metadata-only lesson catalog, frozen constitution, human-gated checkpoints, and a context-rot safety valve. Two bundled skills for operating and designing loops.
Autonomous goal-directed iteration loop for Claude Code, Codex CLI, and OpenCode. Modify, verify, keep, discard, repeat. Inspired by Karpathy's autoresearch.