capability-evolver

The Capability Evolver concept is broadly coherent with a self-improvement meta-skill: it analyzes runtime history, proposes patches or memory updates, and maintains an auditable event log. The explicit capability for self-modification and continuous evolution is the primary risk driver. With strict safeguards (review mode, single-process limit, clear opt-in for self-modification, and robust auditing), the skill can align with its stated purpose. However, the footprint is high-risk due to potential instability from autonomous code changes, and data flows that touch the agent’s own codebase and local assets warrant careful governance.