AI Agent self-evolution engine that enables agents to learn from experience, detect problems, extract insights, and optimize strategies autonomously. Invoke when users need to improve agent performance, analyze execution errors, or implement continuous learning capabilities.

AI代理自进化引擎，使代理能够从经验中学习、检测问题、提取洞察并自主优化策略。当用户需要提升代理性能、分析执行错误或实现持续学习能力时调用。