Geneclaw – An AI agent framework that safely evolves its own code

Geneclaw introduces a self-evolving AI agent framework that automatically identifies failures, diagnoses problems, and proposes code fixes while maintaining strict safety controls. The system operates through a five-layer security model including path restrictions, diff size limits, and secret scanning, with all changes defaulting to dry-run mode requiring human approval. When applying fixes, Geneclaw creates isolated Git branches, runs automated tests, and performs automatic rollbacks if issues arise, ensuring safe code evolution with comprehensive audit trails.