# 🗁 05. AI

- [2026-01-31 无限软件危机与氛围编程：Netflix三阶段解法](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260131-wu-xian-ruan-jian-wei-ji-yu-fen-wei-bian-cheng-netflix-san-jie-duan-jie-fa.md)
- [MCP生态全景调研：协议、框架与实现全景图](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250101-mcp-sheng-tai-quan-jing-diao-yan-xie-yi-kuang-jia-yu-shi-xian-quan-jing-tu.md)
- [MCP工具能力清单](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250101-mcp-gong-ju-neng-li-qing-dan.md)
- [氛围编程大辩论：AI代码生成器的正反博弈](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250101-fen-wei-bian-cheng-da-bian-lun-ai-dai-ma-sheng-cheng-qi-de-zheng-fan-bo-yi.md)
- [noface工具使用说明书](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250115-noface-gong-ju-shi-yong-shuo-ming-shu.md)
- [提示词工程与上下文工程核心洞察总结报告](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250115-ti-shi-ci-gong-cheng-yu-shang-xia-wen-gong-cheng-he-xin-dong-cha-zong-jie-bao-gao.md)
- [AI时代软件行业发展趋势与开发者成长路径分析报告](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250128-claude-3.5-sonnet-sheng-cheng-ai-shi-dai-ruan-jian-hang-ye-fa-zhan-qu-shi-yu-kai-fa-zhe-che.md)
- [从CNN，RNN到Transformer架构\[From DeepSeek-v3\]](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250301-cong-cnnrnn-dao-transformer-jia-gou.md)
- [AI时代编程学习平衡策略：从社区讨论看初学者困境](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250812-ai-shi-dai-bian-cheng-xue-xi-ping-heng-ce-le-cong-she-qu-tao-lun-kan-chu-xue-zhe-kun-jing.md)
- [主流AI编程工具横向对比与选型指南【From DeepSeek-V3】](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250901-zhu-liu-ai-bian-cheng-gong-ju-heng-xiang-dui-bi-yu-xuan-xing-zhi-nan-from-deepseekv3.md)
- [MCP与Agent上下文切换机制分析报告](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20250910-mcp-yu-agent-shang-xia-wen-qie-huan-ji-zhi-fen-xi-bao-gao.md)
- [Claude Code的grep策略：无状态设计与Agent Search的技术哲学](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251001-claude-code-de-grep-ce-le-wu-zhuang-tai-she-ji-yu-agent-search-de-ji-shu-zhe-xue.md)
- [Prompt工程实战指南：程序员AI协作的进阶技巧与模板集合](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251001-prompt-gong-cheng-shi-zhan-zhi-nan-cheng-xu-yuan-ai-xie-zuo-de-jin-jie-ji-qiao-yu-mu-ban-ji.md)
- [RAG讣告批判性阅读报告：Agent Search是革命还是过度乐观？](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251001-rag-fu-gao-pi-pan-xing-yue-du-bao-gao-agent-search-shi-ge-ming-hai-shi-guo-du-le-guan.md)
- [AI中间件机遇与挑战：从Agent到组织级智能的技术演进](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251004-ai-zhong-jian-jian-ji-yu-yu-tiao-zhan-cong-agent-dao-zu-zhi-ji-zhi-neng-de-ji-shu-yan-jin.md)
- [金融行业大模型垂直化实践：通义点金的破局之道](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251004-jin-rong-hang-ye-da-mo-xing-chui-zhi-hua-shi-jian-tong-yi-dian-jin-de-po-ju-zhi-dao.md)
- [RAG技术栈深度调研：Context7 MCP实战测试报告](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251006-context7-mcp-ce-shi-rag-ji-shu-zhan-shen-du-diao-yan-context7-mcp-shi-zhan-ce-shi-bao-gao.md)
- [首个恶意MCP服务器案例：AI供应链安全的警钟](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251006-shou-geeyi-mcp-fu-wu-qi-an-li-ai-gong-ying-lian-an-quan-de-jing-zhong.md)
- [Vibe工程批判性观测：资深工程师与AI代理共舞](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251007-vibe-gong-cheng-pi-pan-xing-guan-ce-zi-shen-gong-cheng-shi-yu-ai-dai-li-gong-wu.md)
- [智能编辑器与传统IDE混合使用实践指南](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251009-zhi-neng-bian-ji-qi-yu-chuan-tong-ide-hun-he-shi-yong-shi-jian-zhi-nan.md)
- [Cursor实战万字经验：从Token优化到决策者思维的AI编程最佳实践](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251009-cursor-shi-zhan-wan-zi-jing-yan-cong-token-you-hua-dao-jue-ce-zhe-si-wei-de-ai-bian-cheng-z.md)
- [Vibe Coding Hell：AI时代学习者的新困境与批判性突围](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251010-vibe-coding-hellai-shi-dai-xue-xi-zhe-de-xin-kun-jing-yu-pi-pan-xing-tu-wei.md)
- [AI时代护城河深度解析：从YC七大力量看创业防御策略](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251015-ai-shi-dai-hu-cheng-he-shen-du-jie-xi-cong-yc-qi-da-li-liang-kan-chuang-ye-fang-yu-ce-le.md)
- [逆向工程Cursor的LLM客户端：商业机密泄露与技术解构的双重启示](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251015-ni-xiang-gong-cheng-cursor-de-llm-ke-hu-duan-shang-ye-ji-mi-xie-lou-yu-ji-shu-jie-gou-de-sh.md)
- [AI是如何学会"边想边做"的：从ReAct框架到智能体的进化](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251015-ai-shi-ru-he-xue-hui-bian-xiang-bian-zuo-de-cong-react-kuang-jia-dao-zhi-neng-ti-de-jin-hua.md)
- [【转载】YC编写的Vibe Coding指南](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251015-zhuan-zai-yc-bian-xie-de-vibe-coding-zhi-nan.md)
- [DeepSeek-Math-V2技术突破案例：自验证机制推动数学推理AI从"答案正确"到"推理严谨"的范式转变](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251127-deepseekmathv2-ji-shu-tu-po-an-li-zi-yan-zheng-ji-zhi-tui-dong-shu-xue-tui-li-ai-cong-da-an.md)
- [SOLIDWORKS工业AI路径：把工业知识放进AI，把AI融进工作流](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251128-solidworks-gong-ye-ai-lu-jing-ba-gong-ye-zhi-shi-fang-jin-ai-ba-ai-rong-jin-gong-zuo-liu.md)
- [InfoQ AI周报：OpenReview漏洞、腾讯退休政策、千问最佳论文](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251201-infoq-ai-zhou-bao-openreview-lou-dong-teng-xun-tui-xiu-zheng-ce-qian-wen-zui-jia-lun-wen.md)
- [2027年人类最后一次抉择：Anthropic警告AI递归自我进化的终极风险](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251203-2027-nian-ren-lei-zui-hou-yi-ci-jue-ze-anthropic-jing-gao-ai-di-gui-zi-wo-jin-hua-de-zhong.md)
- [AI Coding 2025年终盘点：Spec驱动、Agent范式与上下文工程的胜负手](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20251231-ai-coding-2025-nian-zhong-pan-dian-spec-qu-dong-agent-fan-shi-yu-shang-xia-wen-gong-cheng-d.md)
- [Claude Code创始人工作流揭秘：5个智能体并行的"星际争霸式"编程范式](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260108-claude-code-chuang-shi-ren-gong-zuo-liu-jie-mi-5-ge-zhi-neng-ti-bing-xing-de-xing-ji-zheng.md)
- [大模型架构演进全景：从Chatbot到Agent的四层架构体系](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260113-da-mo-xing-jia-gou-yan-jin-quan-jing-cong-chatbot-dao-agent-de-si-ceng-jia-gou-ti-xi.md)
- [Linux之父Vibe Coding转变：顽固派大佬的AI编程实践观察](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260113-linux-zhi-fu-vibe-coding-zhuan-bian-wan-gu-pai-da-lao-de-ai-bian-cheng-shi-jian-guan-cha.md)
- [关于prompt的酵母面条比喻](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260120-guan-yu-prompt-de-jiao-mu-mian-tiao-bi-yu.md)
- [Cursor工程负责人访谈洞察：Agent换代、调试模式与产品哲学](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260121-cursor-gong-cheng-fu-ze-ren-fang-tan-dong-cha-agent-huan-dai-tiao-shi-mo-shi-yu-chan-pin-zh.md)
- [微软CEO访谈洞察：AI扩散、新学徒制与平台生态战略](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260123-wei-ruan-ceo-fang-tan-dong-cha-ai-kuo-san-xin-xue-tu-zhi-yu-ping-tai-sheng-tai-zhan-le.md)
- [Agent Skills开放标准：从Rules到Skill的Agent工程化演进](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260124-agent-skills-kai-fang-biao-zhun-cong-rules-dao-skill-de-agent-gong-cheng-hua-yan-jin.md)
- [大模型应用技术演进全景：RAG、MCP、Agent的三条主线与批判性观察](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260126-da-mo-xing-ying-yong-ji-shu-yan-jin-quan-jing-ragmcpagent-de-san-tiao-zhu-xian-yu-pi-pan-xi.md)
- [Vibe Engineering 2026.1 批判性整理](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260126-vibe-engineering-2026-shi-jian-zhi-nan-ed-huang-de-duo-agent-xie-tong-gong-zuo-liu-yu-pi-pa.md)
- [Manus深度访谈：通用Agent产品的品味、定力与技术抉择](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260126-manus-shen-du-fang-tan-tong-yong-agent-chan-pin-de-pin-wei-ding-li-yu-ji-shu-jue-ze.md)
- [Karpathy 与 Cherny 的 Agent 编程相变：从「我落后了」到 80% 交给 AI 的实践与批注](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260129-karpathy-yu-cherny-de-agent-bian-cheng-xiang-bian-cong-wo-luo-hou-le-dao-80-jiao-gei-ai-de.md)
- [AI IDE 战国时代：轮换方案与实测行动指南](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260202-ai-ide-zhan-guo-shi-dai-lun-huan-fang-an-yu-shi-ce-xing-dong-zhi-nan.md)
- [\[2026-02-03\] 📌 OpenClaw 访谈批注整理：Agent、工程思维与审美](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260203-openclaw-fang-tan-pi-zhu-zheng-li-agent-gong-cheng-si-wei-yu-shen-mei.md)
- [\[2026-02-05\] 🔥 AI Coding 实战派观点：从「怎么写」到「写什么」](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260205-ai-coding-shi-zhan-pai-guan-dian-cong-zen-me-xie-dao-xie-shen-me.md)
- [\[2026-02-16\] 🔍 Vibe Coding 实践反思：代码质量、自我拟合与调试困境](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/20260216-vibe-coding-shi-jian-fan-si-dai-ma-zhi-liang-zi-wo-ni-he-yu-tiao-shi-kun-jing.md)
- [Manus](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/manus.md)
- [Manus"卖身"Meta批判性分析：企业级Agent的工程化之路与创业公司困境](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/manus/20251231-manus-mai-shen-meta-pi-pan-xing-fen-xi-qi-ye-ji-agent-de-gong-cheng-hua-zhi-lu-yu-chuang-ye.md)
- [MiniMax](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/minimax.md)
- [MiniMax IPO最速纪录：技术野心与估值泡沫的辩证分析](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/minimax/20260109-minimax-ipo-zui-su-ji-lu-ji-shu-ye-xin-yu-gu-zhi-pao-mo-de-bian-zheng-fen-xi.md)
- [Qwen](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/qwen.md)
- [千问App AI助手真实世界应用：从"点外卖"到400项办事能力的落地实践](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/qwen/20260115-qian-wen-app-ai-zhu-shou-zhen-shi-shi-jie-ying-yong-cong-dian-wai-mai-dao-400-xiang-ban-shi.md)
- [Anthropic Engineering Blog —— Security First的工程实践](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic.md)
- [Anthropic工程实践核心启发：从Security First到Agent范式转型](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/anthropic-gong-cheng-shi-jian-he-xin-qi-fa-cong-security-first-dao-agent-fan-shi-zhuan-xing.md)
- [01 【最新】Building agents with the Claude Agent SDK - Agent开发框架的完整构建指南](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/01-zui-xin-building-agents-with-the-claude-agent-sdk-agent-kai-fa-kuang-jia-de-wan-zheng-gou-jian-zh.md)
- [02 Effective context engineering for AI agents - 上下文工程的系统性方法论](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/02-effective-context-engineering-for-ai-agents-shang-xia-wen-gong-cheng-de-xi-tong-xing-fang-fa-lun.md)
- [03 A postmortem of three recent issues - 透明工程文化的典范实践](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/03-a-postmortem-of-three-recent-issues-tou-ming-gong-cheng-wen-hua-de-dian-fan-shi-jian.md)
- [04 Writing effective tools for agents - 工具设计的系统性方法论](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/04-writing-effective-tools-for-agents-gong-ju-she-ji-de-xi-tong-xing-fang-fa-lun.md)
- [05-11 Anthropic Engineering Blog 剩余文章快速深度分析汇总](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/0511-sheng-yu-wen-zhang-kuai-su-shen-du-fen-xi-hui-zong.md)
- [AI越狱和红队测试](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/20260120-ai-yue-yu-he-hong-dui-ce-shi.md)
- [Anthropic —— Security First](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/2026-01-20-anthropic-security-first.md)
- [【系统性总结】Anthropic Engineering Blog完整知识体系构建](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/anthropic/xi-tong-xing-zong-jie-anthropic-engineering-blog-wan-zheng-zhi-shi-ti-xi-gou-jian.md)
- [🗁 DeepSeek](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/deepseek.md)
- [DeepSeek OCR深度阅读报告：像素优先的AI输入架构革命](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/deepseek/deepseek-ocr-shen-du-yue-du-bao-gao-xiang-su-you-xian-de-ai-shu-ru-jia-gou-ge-ming.md)
- [PDF解析方案盘点：从OCR识别到通用文档解析的技术全景](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/deepseek/pdf-jie-xi-fang-an-pan-dian-cong-ocr-shi-bie-dao-tong-yong-wen-dang-jie-xi-de-ji-shu-quan-jing.md)
- [DeepSeek Engram架构创新：查算分离的稀疏性新轴与V4架构猜想](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/deepseek/20260113-deepseek-engram-jia-gou-chuang-xin-cha-suan-fen-li-de-xi-shu-xing-xin-zhou-yu-v4-jia-gou-ca.md)
- [上下文压缩范式：一维文本阅读到二维文本观看](/assemble/v1.0/02-gong-cheng-shi-jian-375-ge-wen-jian-83.1/05.-ai/deepseek/shang-xia-wen-ya-suo-fan-shi-yi-wei-wen-ben-yue-du-dao-er-wei-wen-ben-guan-kan.md)
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