Zzhayujieinyujie.hashnode.dev·Jun 17 · 11 min readA Five-Layer Self-Evolution Mechanism for AI AgentsSelf-evolution is a core module of the Agent Harness. With it, an Agent can keep improving across long-running tasks: refining its own skills, recording user feedback and preferences, and reviewing it00