self-evolving-agent

Build a phase-aware capability-evolution runtime for OpenClaw and coding agents. Use when the agent should classify work into task_light, task_full, agenda_review, or promotion_review mode; retrieve only the most relevant prior records; write canonical evidence into `.evolution/records`; maintain a capability map and learning agenda; and promote only validated, transferable strategies.