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 https://www.hansking.cn/blog/2026da-mo-xing-fa-zhan-shi-zong-fu-pan-cong-sheng-cheng-wen-ben-dao-ke-zhi-xing-xi-tong https://www.hansking.cn/blog/2026da-mo-xing-fa-zhan-shi-zong-fu-pan-cong-sheng-cheng-wen-ben-dao-ke-zhi-xing-xi-tong [{"value":"大模型发展史总复盘：从生成文本到可执行系统","url":"#大模型发展史总复盘从生成文本到可执行系统","depth":1},{"value":"一、2023：模型走出研究论文，进入开发者工具箱","url":"#一2023模型走出研究论文进入开发者工具箱","depth":2},{"value":"二、2024：从“调用模型”走向“组织上下文”","url":"#二2024从调用模型走向组织上下文","depth":2},{"value":"三、2025：模型开始规划、推理和调用工具","url":"#三2025模型开始规划推理和调用工具","depth":2},{"value":"四、2026：真正的重点是系统能不能长期运行","url":"#四2026真正的重点是系统能不能长期运行","depth":2},{"value":"五、四条一直没有改变的主线","url":"#五四条一直没有改变的主线","depth":2},{"value":"1. 数据比想象中更重要","url":"#1-数据比想象中更重要","depth":3},{"value":"2. 评测比感觉更重要","url":"#2-评测比感觉更重要","depth":3},{"value":"3. 边界比能力更重要","url":"#3-边界比能力更重要","depth":3},{"value":"4. 系统比模型更重要","url":"#4-系统比模型更重要","depth":3},{"value":"六、我会怎样继续学习大模型","url":"#六我会怎样继续学习大模型","depth":2},{"value":"七、100 篇之后，真正值得留下的东西","url":"#七100-篇之后真正值得留下的东西","depth":2},{"value":"总结：从“会生成”到“值得托付”","url":"#总结从会生成到值得托付","depth":2}] Sat, 08 Aug 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLM技术总结Agent学习路线