{
  "schemaVersion": 1,
  "mode": "production",
  "title": "小龙哥经验包",
  "description": "把做成过的事，整理成以后还能复用的经验。",
  "updatedAt": "2026-08-19",
  "humanUrl": "https://aixlg.com/exp/",
  "entries": [
    {
      "id": "EXP-013",
      "sequence": 13,
      "number": "013",
      "kind": "experience",
      "slug": "minimax-h3-video-production",
      "label": "经验 013",
      "category": "AI 协作",
      "topics": [
        "MiniMax H3",
        "MiniMax Design",
        "AI 视频",
        "品牌宣传片",
        "视频 QA"
      ],
      "audience": "想用 H3 做公司片、产品片、个人 IP 或活动视频，又不想靠反复抽卡碰运气的人",
      "readMinutes": 8,
      "title": "H3 做视频，别把它当一键生成器",
      "subtitle": "从真实素材、单镜生成、可恢复 API 到逐帧 QA，把 AI 视频收成一条可复用生产线",
      "summary": "H3 能同时理解文字、图片、视频和音频，并生成最高 2K 的原生有声镜头；真正决定成片质量的，却是生成前的资产和导演合同、生成中的逐镜止损，以及生成后的确定性品牌接管和逐帧验收。这篇给出一条可直接复用到公司、产品与个人 IP 视频的生产闭环。",
      "publishedAt": "2026-08-19",
      "updatedAt": "2026-08-19",
      "currentVersion": "v1.0",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/minimax-h3-video-production/",
      "sourcePath": "/exp/source/minimax-h3-video-production.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/minimax-h3-video-production/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/minimax-h3-video-production/",
      "sourceCta": "复制 H3 视频生产提示词",
      "articleState": "v1.0 基于 MiniMax Design Pro、国内 H3 API 和多轮活动片逐镜实测；会员、积分、价格与接口限制仍须在每次开机前实时回读",
      "takeaways": [
        "MiniMax Design Pro 和开放平台 API 是两条权益链，会员、积分与 API 余额不能互相推断",
        "先锁真实素材、用户路径和每镜唯一主动作，再选择 H3 的五种生成模式",
        "第一轮每镜只出一个候选；样片或章锚失败就停批，不用宽批抽卡掩盖导演问题",
        "H3 负责概率画面、动作、空间和原生声，中文、Logo、UI、价格与尾卡必须确定性接管",
        "平台 succeeded 只表示生成完成；技术、视觉、声音、连续性和真人导演选择必须分开验收"
      ],
      "sourceRefs": [
        "https://github.com/MiniMax-AI/MiniMax-H3",
        "https://github.com/MiniMax-AI/MiniMax-H3/blob/main/skills/README.md",
        "https://platform.minimaxi.com/docs/api-reference/video-generation-v2-create",
        "https://design.minimax.io/media-plan/subscribe"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用"
        },
        {
          "id": "section-02",
          "title": "怎么做"
        },
        {
          "id": "section-03",
          "title": "容易踩坑"
        },
        {
          "id": "section-04",
          "title": "验收标准"
        },
        {
          "id": "section-05",
          "title": "可复用提示词"
        },
        {
          "id": "section-06",
          "title": "来源与修订"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/h3-video-production-loop.svg",
          "alt": "H3 视频生产闭环：真源与导演合同进入逐镜 H3 生成，依次通过技术、视觉、声音和连续性检查，最后由真实文字、UI 和品牌资产确定性接管。",
          "caption": "H3 只是镜头引擎；高质量成片来自生成前锁方向、生成中止损和生成后确定性验收。"
        }
      ],
      "sourceFilename": "013-h3-video-production.md",
      "url": "https://aixlg.com/exp/minimax-h3-video-production/",
      "markdownUrl": "https://aixlg.com/exp/source/minimax-h3-video-production.md"
    },
    {
      "id": "EXP-012",
      "sequence": 12,
      "number": "012",
      "kind": "experience",
      "slug": "ai-terms-mcp-cli-llm",
      "label": "经验 012",
      "category": "AI 协作",
      "topics": [
        "MCP",
        "CLI",
        "LLM",
        "Agent",
        "API",
        "RAG",
        "Token"
      ],
      "audience": "想把 AI 用明白，却总被 MCP、CLI、LLM、RAG、Agent 这些缩写挡在门外的人",
      "readMinutes": 9,
      "title": "MCP、CLI、LLM 到底是什么？我用一间 AI 工作室讲明白了",
      "subtitle": "三个词分属模型、接口和协议三层；看懂它们怎么接起来，AI 才不再是一团黑箱",
      "summary": "LLM 是负责理解和生成的模型，CLI 是用文字直接控制程序的界面，MCP 是让 AI 应用按统一规则连接外部工具和资料的协议。本文用一间 AI 工作室和一个门店报表任务，把 Token、上下文、API、RAG、Tool Calling、Agent 也放回同一张地图。",
      "publishedAt": "2026-08-14",
      "updatedAt": "2026-08-14",
      "currentVersion": "v1.0",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/ai-terms-mcp-cli-llm/",
      "sourcePath": "/exp/source/ai-terms-mcp-cli-llm.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/ai-terms-mcp-cli-llm/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/ai-terms-mcp-cli-llm/",
      "sourceCta": "打开 AI 黑话认知地图",
      "articleState": "v1.0 按 MCP 2026-07-28 官方架构、POSIX 2024 Shell 规范与公开论文复核；产品实现会继续演进",
      "takeaways": [
        "LLM 是模型，不是聊天软件、数据库或自动拥有现实权限的全能大脑",
        "CLI 是文字交互界面；Terminal 是窗口，Shell 是解释命令的程序，三者不要混成一个词",
        "MCP 是连接协议，不是模型也不是工具本身；它让 AI 应用发现并调用 Tools、Resources 和 Prompts",
        "API、CLI 和 MCP 不是互相替代：一个 MCP Server 背后常常仍在调用某个 API 或 CLI",
        "Agent 把目标、上下文、LLM、工具、权限和结果回读组织成循环；接得上不等于有权限，执行成功也不等于结果正确"
      ],
      "sourceRefs": [
        "https://modelcontextprotocol.io/docs/2026-07-28/getting-started/intro",
        "https://modelcontextprotocol.io/docs/2026-07-28/learn/architecture",
        "https://modelcontextprotocol.io/docs/tutorials/security/security_best_practices",
        "https://pubs.opengroup.org/onlinepubs/9799919799/utilities/V3_chap02.html",
        "https://platform.openai.com/tokenizer",
        "https://arxiv.org/abs/2005.14165",
        "https://arxiv.org/abs/2005.11401"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "先别背缩写：它们根本不在同一层"
        },
        {
          "id": "section-02",
          "title": "LLM：会推演的大脑，但不是整间工厂"
        },
        {
          "id": "section-03",
          "title": "CLI：不用点按钮，直接把动作写出来"
        },
        {
          "id": "section-04",
          "title": "MCP：不是一件工具，而是 AI 世界的统一接头"
        },
        {
          "id": "section-05",
          "title": "把十个常见词放回同一张桌子"
        },
        {
          "id": "section-06",
          "title": "一份门店报表，所有词怎么一起工作"
        },
        {
          "id": "section-07",
          "title": "最容易踩的六个坑"
        },
        {
          "id": "section-08",
          "title": "以后再遇到 AI 黑话，只问三句话"
        },
        {
          "id": "section-09",
          "title": "验收标准"
        },
        {
          "id": "section-10",
          "title": "可复用提示词"
        },
        {
          "id": "section-11",
          "title": "来源与修订"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/ai-workshop-mcp-cli-llm-image2.png",
          "alt": "一间纸白与墨色的 AI 工作室剖面：LLM 推演，MCP 连接工具、资料与模板，CLI 和 API 控制外部程序，结果沿回路返回。",
          "caption": "LLM 是模型层，MCP 是协议层，CLI 是交互层；真正的 AI Agent 还要把权限与结果回读接成闭环。"
        }
      ],
      "sourceFilename": "012-ai-terms-mcp-cli-llm.md",
      "url": "https://aixlg.com/exp/ai-terms-mcp-cli-llm/",
      "markdownUrl": "https://aixlg.com/exp/source/ai-terms-mcp-cli-llm.md"
    },
    {
      "id": "EXP-001",
      "sequence": 1,
      "number": "001",
      "kind": "experience",
      "slug": "mobile-codex",
      "label": "经验 001",
      "category": "AI 协作",
      "topics": [
        "Codex",
        "手机",
        "飞书",
        "微信",
        "远程协作"
      ],
      "audience": "想离开电脑后，仍能用手机继续同一项 Codex 工作的人",
      "readMinutes": 20,
      "title": "手机直连 Codex：我修了十天，才明白“能回消息”根本不算打通",
      "subtitle": "官网能做的先用官网；自建只补官网不知道的那一小段",
      "summary": "手机收到一句回复，只能证明聊天软件还活着。小龙哥用十天真实故障，把一条微信、飞书到 Codex 的链路修到隔天、息屏和重启后仍可用，也整理出一套普通人能照着排查的方法：先用官方能力，再补同一任务、可靠收件、精确恢复和真实验收。",
      "publishedAt": "2026-07-26",
      "updatedAt": "2026-08-12",
      "currentVersion": "v3.1",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/mobile-codex/",
      "sourcePath": "/exp/source/mobile-codex.md",
      "legacyPath": "/kits/001/",
      "publicUrl": "https://aixlg.com/exp/mobile-codex/",
      "wechatUrl": "https://aixlg.com/kits/001/?from=wechat",
      "sourceHref": "https://aixlg.com/exp/mobile-codex/",
      "sourceCta": "进入完整手机直连经验",
      "articleState": "经验包终版已发布；真实手机隔天使用已由小龙哥确认通过",
      "takeaways": [
        "能用 OpenAI 官方 Remote 就先用官方，不要为了显得厉害重复造一套远程控制",
        "自建桥接时也先升级并复用 GolemBot 的渠道、重连和续跑能力，只补它不知道的本地业务边界",
        "微信和飞书必须回到同一条 Codex 任务；标题给人看，稳定 threadId 才是机器身份",
        "飞书消息接入和飞书业务操作是两层：前者走可靠网关，后者走国内版官方 CLI / OpenAPI",
        "收到、保存、执行、完成和送达是五件事，失败绝不能包装成“稍后会继续”",
        "息屏经常只是表面现象，归档、旧服务重启复活和双写手才可能是真根因",
        "单测、健康接口和本机回归都不是终点，隔天真实手机使用正常才算用户验收"
      ],
      "sourceRefs": [
        "https://learn.chatgpt.com/docs/remote-connections",
        "https://github.com/openai/codex/blob/main/codex-rs/app-server/README.md",
        "https://github.com/openai/codex/issues/26159",
        "https://0xranx.github.io/golembot/channels/feishu",
        "https://github.com/0xranx/golembot/releases/tag/v0.48.4",
        "https://github.com/larksuite/cli"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "我想要的，其实只是出门后还能补一句话"
        },
        {
          "id": "section-02",
          "title": "先别写代码，看看官网已经做了什么"
        },
        {
          "id": "section-03",
          "title": "接消息和操作飞书，不是同一层"
        },
        {
          "id": "section-04",
          "title": "正确关系：手机只是门，不是第二间办公室"
        },
        {
          "id": "section-05",
          "title": "我们为什么修了十天"
        },
        {
          "id": "section-06",
          "title": "最后一轮到底修了什么"
        },
        {
          "id": "section-07",
          "title": "普通人照着走的十分钟排查法"
        },
        {
          "id": "section-08",
          "title": "真正容易漏掉的四件事"
        },
        {
          "id": "section-09",
          "title": "怎样才算真的打通"
        },
        {
          "id": "section-10",
          "title": "可直接交给 AI 的提示词"
        },
        {
          "id": "section-11",
          "title": "来源与修订"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/mobile-codex-one-thread.svg",
          "alt": "手机直连 Codex 的正确关系：微信和飞书只是入口，统一网关把消息送进电脑上的同一条 Codex 任务",
          "caption": "两个入口只负责送消息，统一网关把它们收回同一条 Codex 任务。"
        }
      ],
      "sourceFilename": "001-mobile-codex.md",
      "url": "https://aixlg.com/exp/mobile-codex/",
      "markdownUrl": "https://aixlg.com/exp/source/mobile-codex.md"
    },
    {
      "id": "EXP-002",
      "sequence": 2,
      "number": "002",
      "kind": "experience",
      "slug": "free-tts-three-tier",
      "label": "经验 002",
      "category": "声音生产",
      "topics": [
        "AI 语音合成",
        "TTS",
        "风神播客",
        "本地模型"
      ],
      "audience": "想把文字变成稳定声音、也想知道自己的电脑能跑哪一档的人",
      "readMinutes": 20,
      "title": "AI 语音合成：小龙哥的低配、中配、高配",
      "subtitle": "三套已经跑通的声音生产线，直接开箱带走",
      "summary": "不用先研究一堆模型名。从免费开口、日常双主播到正式节目，这篇把小龙哥已经调过、测过、做进风神播客的三条路线讲清：你的电脑能跑哪一档、模型到底是什么，以及可以直接复制的开箱入口。",
      "publishedAt": "2026-07-26",
      "updatedAt": "2026-08-12",
      "currentVersion": "v2.2",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/free-tts-three-tier/",
      "sourcePath": "/exp/source/free-tts-three-tier.md",
      "legacyPath": "/kits/002/",
      "publicUrl": "https://aixlg.com/mp3/voice/",
      "wechatUrl": "https://aixlg.com/kits/002/?from=wechat",
      "sourceHref": "https://aixlg.com/mp3/voice/",
      "sourceCta": "先听三档，再下载开箱包",
      "articleState": "已重构为公开开箱指南",
      "takeaways": [
        "免费语音合成先按你的内容目标选路线，不先卷模型名",
        "低配 Edge、中配 LuxTTS、高配 Qwen3-TTS 的模型和边界都写明白",
        "8GB、16GB、32GB 机器分别该从哪一档开始，有明确的实测边界",
        "风神播客近期正式节目已把高配路线跑进真实内容",
        "保留七条路线、百余候选和真实失败，说明三档不是拍脑袋定的",
        "可直接试听、下载经验包，或把开箱提示词交给编码 AI"
      ],
      "sourceRefs": [
        "https://aixlg.com/mp3/voice/",
        "https://aixlg.com/mp3/",
        "https://github.com/rany2/edge-tts",
        "https://github.com/ysharma3501/LuxTTS",
        "https://github.com/QwenLM/Qwen3-TTS"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "先把主题说清：AI 语音合成到底在解决什么"
        },
        {
          "id": "section-02",
          "title": "先看电脑：你的机器该从哪一档开始"
        },
        {
          "id": "section-03",
          "title": "三档不是口号：模型、声音和边界都在这里"
        },
        {
          "id": "section-04",
          "title": "先听，再决定：三条同稿试听在文章上方"
        },
        {
          "id": "section-05",
          "title": "这三档不是一天想出来的：小龙哥走过的弯路"
        },
        {
          "id": "section-06",
          "title": "风神播客已经把它做进真实节目，而不只是放三段样音"
        },
        {
          "id": "section-07",
          "title": "直接开箱：你可以从这里开始"
        },
        {
          "id": "section-08",
          "title": "把经验抄走时，最容易踩的四个坑"
        },
        {
          "id": "section-09",
          "title": "一套能长期复用的验收线"
        },
        {
          "id": "section-10",
          "title": "来源与修订"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/tts-three-production-lines-image2.jpg",
          "alt": "三条声音生产线：低配从文字快速开口，中配在本机完成双主播日常生产，高配经过更多检查形成正式节目，最后都汇入可交付音频",
          "caption": "先按交付目标选生产线：快速开口、本机日常生产或正式节目，而不是先比较模型名。"
        }
      ],
      "sourceFilename": "002-free-tts-three-tier.md",
      "url": "https://aixlg.com/exp/free-tts-three-tier/",
      "markdownUrl": "https://aixlg.com/exp/source/free-tts-three-tier.md"
    },
    {
      "id": "EXP-009",
      "sequence": 9,
      "number": "009",
      "kind": "experience",
      "slug": "codex-animation-ordinary-prompts",
      "label": "经验 009",
      "category": "AI 协作",
      "topics": [
        "Codex",
        "AI 动画",
        "图像生成",
        "Seedance",
        "动漫学习"
      ],
      "audience": "学动漫、设计或影视的学生，以及想为孩子准备 AI 创作环境的家长",
      "readMinutes": 8,
      "title": "我只说了几句普通话，Codex 就把一个动漫想法做成了 4K 成片",
      "subtitle": "真正稀缺的不是复杂提示词，而是想法、判断和不断完成作品的勇气",
      "summary": "在潮州，一位学动漫的大学生来问 AI 能做到什么。小龙哥没有先教参数，而是用几句普通话，让 Codex 串起 4K 静帧、Seedance 十五秒动画、导师演示网站和正式发布；这次真实演示也留下了一条学生与家长可以直接照着走的学习路线。",
      "publishedAt": "2026-08-08",
      "updatedAt": "2026-08-12",
      "currentVersion": "v1.1",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/codex-animation-ordinary-prompts/",
      "sourcePath": "/exp/source/codex-animation-ordinary-prompts.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/codex-animation-ordinary-prompts/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/codex-animation-ordinary-prompts/",
      "sourceCta": "查看真实案例与学习路线",
      "articleState": "真实成片、作品网站与公网资源已经核验",
      "takeaways": [
        "模型足够聪明时，不必先学复杂咒语；先把想法和结果说清楚",
        "Codex 的价值是把图像、视频、代码、部署和验收串成一个完成闭环",
        "AI 是随时可问的老师，学校则是训练审美、基本功与协作的最好现场",
        "设备和额度买到的是试错次数，不是替学生完成作品的捷径"
      ],
      "sourceRefs": [
        "https://tlww.cc/dyht/"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "这件事是怎么发生的"
        },
        {
          "id": "section-02",
          "title": "Codex 在动画和视频里到底做了什么"
        },
        {
          "id": "section-03",
          "title": "为什么几句普通话就够了"
        },
        {
          "id": "section-04",
          "title": "学校反而比以前更值得珍惜"
        },
        {
          "id": "section-05",
          "title": "我给家长的两条投入路线"
        },
        {
          "id": "section-06",
          "title": "容易踩坑"
        },
        {
          "id": "section-07",
          "title": "验收标准"
        },
        {
          "id": "section-08",
          "title": "可复用提示词"
        },
        {
          "id": "section-09",
          "title": "来源与修订"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/codex-animation-ordinary-prompts.svg",
          "alt": "四句普通话从想法走到 4K 静帧、十五秒动画、导师网站和正式发布",
          "caption": "这不是一条复杂提示词，而是四次自然追加目标。"
        },
        {
          "src": "/exp/images/codex-animation-sea-sky-gate.jpg",
          "alt": "《海天之门》关键画面：红衣少女站在土楼屋脊，面对穿过海天之门的巨大红色鲲",
          "caption": "点击查看匿名学生作品《海天之门》的十五秒成片与导师演示网站"
        }
      ],
      "sourceFilename": "009-codex-animation-ordinary-prompts.md",
      "url": "https://aixlg.com/exp/codex-animation-ordinary-prompts/",
      "markdownUrl": "https://aixlg.com/exp/source/codex-animation-ordinary-prompts.md"
    },
    {
      "id": "EXP-010",
      "sequence": 10,
      "number": "010",
      "kind": "experience",
      "slug": "feishu-cli-doudou",
      "label": "经验 010",
      "category": "AI 协作",
      "topics": [
        "飞书 CLI",
        "豆豆",
        "OAuth",
        "AI 指挥",
        "权限治理"
      ],
      "audience": "想让 AI 代办飞书事务，又不想被授权弹窗、机器人身份和界面遥控反复打断的人",
      "readMinutes": 9,
      "title": "把飞书交给豆豆：国内版、CLI、本人身份一次打通",
      "subtitle": "不让 AI 猜窗口；把端点、身份、权限、对象和回读写成一条可验收的指挥协议",
      "summary": "国内版飞书要先锁定 feishu 品牌和国内端点，再用官方 lark-cli 分清 user 与 bot。本文给出从安装、授权、精确找人、幂等发送到回读验收的最短路径，以及一段可直接写入全局规则的提示词。",
      "publishedAt": "2026-08-12",
      "updatedAt": "2026-08-12",
      "currentVersion": "v1.0",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/feishu-cli-doudou/",
      "sourcePath": "/exp/source/feishu-cli-doudou.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/feishu-cli-doudou/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/feishu-cli-doudou/",
      "sourceCta": "复制国内版飞书 CLI 指挥协议",
      "articleState": "v1.0 命令路径已按官方 lark-cli 1.0.86 本机实测；租户审批和具体资源 ACL 仍以读者自己的飞书环境为准",
      "takeaways": [
        "国内版飞书必须显式使用 feishu 品牌，不能和国际版 Lark 端点混用",
        "代表本人操作用 user，应用通知用 bot；身份要贯穿整条命令链",
        "联系人、消息、任务、文档等业务操作统一走官方 CLI / OpenAPI，CLI 失败不退回界面遥控",
        "授权、发送和完成必须分别验收；Scope 全开不等于拥有每一份具体资源的 ACL",
        "写入先锁定精确对象，支持时 dry-run，带幂等键，成功后按返回 ID 回读"
      ],
      "sourceRefs": [
        "https://github.com/larksuite/cli",
        "https://github.com/larksuite/cli/blob/main/skills/lark-shared/SKILL.md",
        "https://open.feishu.cn/document/mcp_open_tools/feishu-cli/embed-feishu-cli-in-agent"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用"
        },
        {
          "id": "section-02",
          "title": "怎么做"
        },
        {
          "id": "section-03",
          "title": "容易踩坑"
        },
        {
          "id": "section-04",
          "title": "验收标准"
        },
        {
          "id": "section-05",
          "title": "可复用提示词"
        },
        {
          "id": "section-06",
          "title": "来源与修订"
        }
      ],
      "visuals": [],
      "sourceFilename": "010-feishu-cli-doudou.md",
      "url": "https://aixlg.com/exp/feishu-cli-doudou/",
      "markdownUrl": "https://aixlg.com/exp/source/feishu-cli-doudou.md"
    },
    {
      "id": "GUIDE-002",
      "sequence": 5,
      "number": "005",
      "kind": "guide",
      "slug": "codex-project-task-basics",
      "label": "Codex 入门 01",
      "category": "AI 协作",
      "topics": [
        "Codex 项目",
        "对话框",
        "任务",
        "AGENTS.md"
      ],
      "audience": "第一次使用 Codex，或已经舍不得关掉旧对话框的人",
      "readMinutes": 10,
      "title": "我把一个对话框聊到快报废，才明白 Codex 不是靠聊天记住你",
      "subtitle": "对话框是施工现场；真正能接班的，是项目里的文件、规则和成果",
      "summary": "从小龙哥不敢归档旧对话框的真实误会出发，讲清项目、对话框、模型、项目总览、AGENTS.md 和 Skill 分别负责什么。",
      "publishedAt": "2026-08-06",
      "updatedAt": "2026-08-07",
      "currentVersion": "v0.4",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/codex-project-task-basics/",
      "sourcePath": "/exp/source/codex-project-task-basics.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/codex-project-task-basics/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/codex-project-task-basics/",
      "sourceCta": "阅读完整指南",
      "articleState": "",
      "takeaways": [
        "对话框记过程，项目文件记现状",
        "换模型不等于换项目或丢记忆",
        "一次结果开任务，重复方法做 Skill"
      ],
      "sourceRefs": [
        "https://learn.chatgpt.com/docs/projects",
        "https://learn.chatgpt.com/docs/agent-configuration/agents-md",
        "https://learn.chatgpt.com/docs/build-skills"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用：如果你也不敢关掉旧对话框"
        },
        {
          "id": "section-02",
          "title": "怎么做：先把“记忆”拆开"
        },
        {
          "id": "section-03",
          "title": "三个现场，一看就懂"
        },
        {
          "id": "section-04",
          "title": "容易踩坑：我真的踩过的三条弯路"
        },
        {
          "id": "section-05",
          "title": "验收标准：读完后你应该能回答这些"
        },
        {
          "id": "section-06",
          "title": "可复用提示词"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/codex-chat-is-workbench.jpg",
          "alt": "一边是被旧日志压满的长工作台，一边是清楚的项目档案与当前任务桌。",
          "caption": "聊天是工作台，文件才负责接班。"
        }
      ],
      "sourceFilename": "005-codex-project-task-basics.md",
      "url": "https://aixlg.com/exp/codex-project-task-basics/",
      "markdownUrl": "https://aixlg.com/exp/source/codex-project-task-basics.md"
    },
    {
      "id": "GUIDE-003",
      "sequence": 6,
      "number": "006",
      "kind": "guide",
      "slug": "codex-task-lifecycle",
      "label": "Codex 入门 02",
      "category": "AI 协作",
      "topics": [
        "对话框生命周期",
        "归档",
        "Skill",
        "Worktree"
      ],
      "audience": "已经开始用 Codex，却总在纠结要不要续聊、换框或收起来的人",
      "readMinutes": 11,
      "title": "这个对话框，到底该继续、新开，还是归档？",
      "subtitle": "我不再按聊天轮数管理侧栏，只问：还是不是原来那个结果",
      "summary": "用几个真实现场讲透继续、新开、置顶、归档、退出活跃区和删除的区别，并给出一个不会误伤进行中工作的收口方法。",
      "publishedAt": "2026-08-06",
      "updatedAt": "2026-08-07",
      "currentVersion": "v0.4",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/codex-task-lifecycle/",
      "sourcePath": "/exp/source/codex-task-lifecycle.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/codex-task-lifecycle/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/codex-task-lifecycle/",
      "sourceCta": "阅读完整指南",
      "articleState": "",
      "takeaways": [
        "还是原来的结果就继续",
        "结果变了，在同一项目新开",
        "归档是收起，删除才是销毁"
      ],
      "sourceRefs": [
        "https://learn.chatgpt.com/docs/projects",
        "https://help.openai.com/en/articles/20001333-how-to-archive-and-delete-codex-chats-in-the-chatgpt-app",
        "https://learn.chatgpt.com/docs/build-skills",
        "https://learn.chatgpt.com/docs/environments/git-worktrees"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用：每次手放到“新建”或“归档”上时"
        },
        {
          "id": "section-02",
          "title": "怎么做：先判断工作还活着没有"
        },
        {
          "id": "section-03",
          "title": "“移除”到底是什么意思"
        },
        {
          "id": "section-04",
          "title": "什么时候不是新开对话框，而是做成 Skill"
        },
        {
          "id": "section-05",
          "title": "容易踩坑：侧栏干净不等于工作完成"
        },
        {
          "id": "section-06",
          "title": "验收标准：十秒钟做一次判断"
        },
        {
          "id": "section-07",
          "title": "可复用提示词"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/codex-chat-lifecycle.jpg",
          "alt": "当前作品留在原桌继续，另一个结果拥有新桌；完成品进入可取回的档案架，删除只留在角落。",
          "caption": "继续、新开、归档和删除，是四种完全不同的动作。"
        }
      ],
      "sourceFilename": "006-codex-task-lifecycle.md",
      "url": "https://aixlg.com/exp/codex-task-lifecycle/",
      "markdownUrl": "https://aixlg.com/exp/source/codex-task-lifecycle.md"
    },
    {
      "id": "GUIDE-004",
      "sequence": 7,
      "number": "007",
      "kind": "guide",
      "slug": "codex-model-workflow",
      "label": "Codex 入门 03",
      "category": "AI 协作",
      "topics": [
        "项目边界",
        "Codex 模型",
        "推理档位",
        "多智能体"
      ],
      "audience": "已经会开任务，却发现项目越建越多、每次选模型都纠结的人",
      "readMinutes": 13,
      "title": "项目越建越多以后，我终于学会了少建项目",
      "subtitle": "功能可以很多，长期的家要少而稳定；模型只是随任务更换的引擎",
      "summary": "用小龙哥亲手做过的一次项目断舍离，讲清什么应该合、什么必须分、何时新建项目，以及 Luna、Terra、Sol、推理档位和 Ultra 的具体选择。",
      "publishedAt": "2026-08-06",
      "updatedAt": "2026-08-07",
      "currentVersion": "v0.4",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/codex-model-workflow/",
      "sourcePath": "/exp/source/codex-model-workflow.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/codex-model-workflow/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/codex-model-workflow/",
      "sourceCta": "阅读完整指南",
      "articleState": "",
      "takeaways": [
        "新项目要靠独立边界长出来",
        "功能多不会撑爆项目，责任混才会",
        "日常 Terra，机械 Luna，高风险 Sol"
      ],
      "sourceRefs": [
        "https://learn.chatgpt.com/docs/projects",
        "https://developers.openai.com/api/docs/models",
        "https://developers.openai.com/api/docs/guides/latest-model",
        "https://openai.com/index/gpt-5-6/",
        "https://learn.chatgpt.com/docs/agent-configuration/subagents",
        "https://learn.chatgpt.com/docs/automations"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用：每冒出一个新名字时"
        },
        {
          "id": "section-02",
          "title": "怎么做：先做一次真实的项目手术"
        },
        {
          "id": "section-03",
          "title": "新项目要过的四道门"
        },
        {
          "id": "section-04",
          "title": "模型怎么选：别再把“最强”当默认答案"
        },
        {
          "id": "section-05",
          "title": "推理档位不是军衔，Ultra 也不是“再高一格”"
        },
        {
          "id": "section-06",
          "title": "容易踩坑：极简不是只剩一个盒子"
        },
        {
          "id": "section-07",
          "title": "验收标准：以后每件事只走这一条路"
        },
        {
          "id": "section-08",
          "title": "可复用提示词"
        }
      ],
      "visuals": [
        {
          "src": "/exp/images/codex-projects-and-models.jpg",
          "alt": "少数稳定的项目房屋各有内部房间，窄桥负责协作；当前任务车按需要更换轻巧、均衡或强劲的引擎。",
          "caption": "项目是少数稳定的家，模型只是当前任务可更换的引擎。"
        }
      ],
      "sourceFilename": "007-codex-model-workflow.md",
      "url": "https://aixlg.com/exp/codex-model-workflow/",
      "markdownUrl": "https://aixlg.com/exp/source/codex-model-workflow.md"
    },
    {
      "id": "GUIDE-001",
      "sequence": 4,
      "number": "004",
      "kind": "guide",
      "slug": "hotkeys",
      "label": "入门 001",
      "category": "Mac 入门",
      "topics": [
        "快捷键",
        "Command",
        "Caps"
      ],
      "audience": "刚从 Windows 转到 Mac 的朋友",
      "readMinutes": 8,
      "title": "Mac 快捷键，新手从这里开始",
      "subtitle": "不用背整张表，先学会每天都要用的动作",
      "summary": "先把 Windows 的 Ctrl 习惯迁到 Command，再认识截图、窗口和 Caps 启动入口。它不是快捷键大全，而是一条第一次拿到 Mac 就能照着走的新手路线。",
      "publishedAt": "2026-08-01",
      "updatedAt": "2026-08-01",
      "currentVersion": "v1.0",
      "verification": "verified",
      "verificationLabel": "已核验",
      "visibility": "public",
      "publicationState": "published",
      "canonicalPath": "/exp/hotkeys/",
      "sourcePath": "/exp/source/hotkeys.md",
      "legacyPath": "",
      "publicUrl": "https://aixlg.com/exp/hotkeys/",
      "wechatUrl": "",
      "sourceHref": "https://aixlg.com/exp/hotkeys/",
      "sourceCta": "打开公开快捷键指南",
      "articleState": "",
      "takeaways": [
        "Command 迁移",
        "日常高频动作",
        "Caps 启动入口"
      ],
      "sourceRefs": [
        "https://aixlg.com/exp/hotkeys/"
      ],
      "replaces": [],
      "outline": [
        {
          "id": "section-01",
          "title": "什么时候用"
        },
        {
          "id": "section-02",
          "title": "怎么做"
        },
        {
          "id": "section-03",
          "title": "容易踩坑"
        },
        {
          "id": "section-04",
          "title": "验收标准"
        },
        {
          "id": "section-05",
          "title": "可复用提示词"
        },
        {
          "id": "section-06",
          "title": "来源与修订"
        }
      ],
      "visuals": [],
      "sourceFilename": "004-mac-hotkeys.md",
      "url": "https://aixlg.com/exp/hotkeys/",
      "markdownUrl": "https://aixlg.com/exp/source/hotkeys.md"
    }
  ]
}