https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Sun, 07 Dec 2025 10:00:00 GMT https://www.hansking.cn/blog/2026/2025-nian-zong-jie-cong-Copilot-dao-ke-zhi-xing-Agent https://www.hansking.cn/blog/2026/2025-nian-zong-jie-cong-Copilot-dao-ke-zhi-xing-Agent [{"value":"2025 年总结：从 Copilot 到可执行 Agent","url":"#2025-年总结从-copilot-到可执行-agent","depth":1},{"value":"一、Copilot 解决的是“帮我写”，Agent 面对的是“帮我做”","url":"#一copilot-解决的是帮我写agent-面对的是帮我做","depth":2},{"value":"二、工具调用是能力，也是风险入口","url":"#二工具调用是能力也是风险入口","depth":2},{"value":"三、推理模型让“先想清楚再行动”变得可用","url":"#三推理模型让先想清楚再行动变得可用","depth":2},{"value":"四、Agent 需要记忆，但记忆应该由系统保存","url":"#四agent-需要记忆但记忆应该由系统保存","depth":2},{"value":"五、可靠 Agent 必须考虑重复和失败","url":"#五可靠-agent-必须考虑重复和失败","depth":2},{"value":"六、MCP 和统一协议带来了新的连接方式","url":"#六mcp-和统一协议带来了新的连接方式","depth":2},{"value":"七、Agent 评测不能只问“答得像不像”","url":"#七agent-评测不能只问答得像不像","depth":2},{"value":"八、人机协作不是退步，是安全阀","url":"#八人机协作不是退步是安全阀","depth":2},{"value":"九、2025 年留下的三个教训","url":"#九2025-年留下的三个教训","depth":2},{"value":"总结：从辅助生成到值得托付","url":"#总结从辅助生成到值得托付","depth":2}] Sun, 07 Dec 2025 10:00:00 GMT admin@hansking.cn (HANS) AILLMAgentCopilot技术总结