{
  "updated": "2026-10-08",
  "ratingOrigin": "分享人在本次口述中的个人阅读与观看评价；不是客观排名",
  "entries": [
    {
      "id": "khazix",
      "name": "数字生命卡兹克",
      "platform": "公众号",
      "tier": "强推",
      "topics": [
        "时代思考",
        "AI资讯",
        "Agent与系统"
      ],
      "description": "这是分享人最喜欢、最愿意推荐大家认真阅读的 AI 作者。他既分享实用技巧，也讨论 AI 时代的迷思。在分享人眼里，他更像一位 AI 时代的哲学家，文章常常带来值得继续思考的问题。",
      "start": "微信搜索同名公众号，挑一篇与你当前问题有关的文章完整读完，再根据文章引用的来源继续阅读。",
      "url": "https://github.com/KKKKhazix",
      "sourceIds": [
        "khazix",
        "khazix-profile"
      ],
      "note": "实用技巧与时代思考都值得读，这是分享人的个人判断。下图展示作者公开 GitHub 主页；本次未直接读取微信公众号主页。",
      "status": "confirmed",
      "tierNote": "第一推荐",
      "linkLabel": "作者公开代码主页",
      "screenshot": {
        "path": "assets/ai-sources/khazix-github.jpg",
        "url": "https://github.com/KKKKhazix",
        "caption": "作者公开 GitHub 主页，展示开源作品；此图并非微信公众号主页",
        "alt": "卡兹克的 GitHub 主页，显示 Khazix 名称与 khazix-skills、AIHOT 等公开项目",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "appso",
      "name": "AppSo",
      "platform": "公众号",
      "tier": "强推",
      "topics": [
        "AI资讯",
        "AI科普"
      ],
      "description": "追 AI 资讯时，分享人会优先推荐 AppSo。他尤其看重这个方向的内容质量，适合用来发现新产品与应用，再继续阅读官方说明。",
      "start": "从官方作者页的一篇 AI 报道开始，留意报道日期与原始发布链接。",
      "url": "https://www.ifanr.com/author/appso",
      "sourceIds": [
        "appso"
      ],
      "note": "",
      "status": "confirmed",
      "tierNote": "资讯优先",
      "linkLabel": "官方作者页",
      "screenshot": {
        "path": "assets/ai-sources/appso.jpg",
        "url": "https://www.ifanr.com/author/appso",
        "caption": "AppSo 在爱范儿官网的作者页",
        "alt": "AppSo 官方作者页，显示 APPSO 名称与 AI 相关文章标题",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "didi",
      "name": "DiDi_OK",
      "platform": "B站",
      "tier": "强推",
      "topics": [
        "AI视频创作"
      ],
      "description": "这是分享人在 AI 视频创作与叙事方面最愿意推荐的作者。他尤其喜欢作品讲故事的能力，适合观察 AI 画面怎样服务情节、节奏与情绪。",
      "start": "先完整看一部作品，例如《牌子》或《网站》，再回看画面、声音与故事怎样配合。",
      "url": "https://space.bilibili.com/412615990",
      "sourceIds": [
        "didi"
      ],
      "note": "推荐来自分享人的观看体验。成片不能单独证明全部制作过程或用时。",
      "status": "confirmed",
      "tierNote": "AI 视频叙事",
      "screenshot": {
        "path": "assets/ai-sources/bili-didi-home-detail.jpg",
        "url": "https://space.bilibili.com/412615990",
        "caption": "DiDi_OK的 B 站公开主页局部，保留作者标题与作品区域",
        "alt": "DiDi_OK的 B 站主页局部，显示作者名称与公开视频或合集",
        "date": "2026-10-08",
        "width": 655,
        "height": 640
      },
      "extraLinks": [
        {
          "label": "作品《牌子》",
          "url": "https://www.bilibili.com/video/BV11mFLziEyP/"
        },
        {
          "label": "作品《网站》",
          "url": "https://www.bilibili.com/video/BV1tXDXBsEXp/"
        }
      ]
    },
    {
      "id": "manshi",
      "name": "漫士沉思录",
      "platform": "B站",
      "tier": "强推",
      "topics": [
        "机器学习与论文",
        "AI科普"
      ],
      "description": "想补数学和 AI 原理，分享人很推荐漫士沉思录。可以把视频当成理解问题的起点，再回到教材推导和自己的练习。",
      "start": "根据基础选择线性代数、数学或神经网络相关视频，跟着算一个例子。",
      "url": "https://space.bilibili.com/266765166",
      "sourceIds": [
        "manshi"
      ],
      "note": "准确名称为“漫士沉思录”。本页介绍内容方向，不把账号自述资历写成独立核验的学历事实。",
      "status": "confirmed",
      "screenshot": {
        "path": "assets/ai-sources/bili-manshi-home-detail.jpg",
        "url": "https://space.bilibili.com/266765166",
        "caption": "漫士沉思录的 B 站公开主页局部，保留作者标题与作品区域",
        "alt": "漫士沉思录的 B 站主页局部，显示作者名称与公开视频或合集",
        "date": "2026-10-08",
        "width": 655,
        "height": 640
      }
    },
    {
      "id": "techflow",
      "name": "技术Flow",
      "platform": "B站",
      "tier": "强推",
      "topics": [
        "机器学习与论文",
        "AI科普"
      ],
      "description": "分享人看重这里对机器学习概念和经典方法的可视化讲解，适合对着图像建立直觉，再回到公式与原论文。",
      "start": "选一个感兴趣的方法，例如 VAE 或 SimCLR，读视频说明中的原作者与论文出处。",
      "url": "https://space.bilibili.com/392208938",
      "sourceIds": [
        "techflow"
      ],
      "note": "主页有明确标注原作者或频道的中文配音、可视化内容。阅读时保留原始署名，不把全部内容当成账号本人原创。",
      "status": "confirmed",
      "screenshot": {
        "path": "assets/ai-sources/bili-techflow-home-detail.jpg",
        "url": "https://space.bilibili.com/392208938",
        "caption": "技术Flow的 B 站公开主页局部，保留作者标题与作品区域",
        "alt": "技术Flow的 B 站主页局部，显示作者名称与公开视频或合集",
        "date": "2026-10-08",
        "width": 655,
        "height": 640
      }
    },
    {
      "id": "mark",
      "name": "马克的技术工作坊",
      "platform": "B站",
      "tier": "强推",
      "topics": [
        "AI科普",
        "Agent与系统"
      ],
      "description": "AI 基础还不多时，分享人尤其推荐这个账号。他在这里学过不少知识，喜欢其对 AI 概念的解释。公开内容包括 LLM、Agent、Skill、MCP 与 RAG。",
      "start": "先挑一个你听过却说不清的概念，看完用自己的话解释它解决什么问题。",
      "url": "https://space.bilibili.com/1815948385",
      "sourceIds": [
        "mark",
        "mark-profile"
      ],
      "note": "",
      "status": "confirmed",
      "screenshot": {
        "path": "assets/ai-sources/bili-mark-home-detail.jpg",
        "url": "https://space.bilibili.com/1815948385",
        "caption": "马克的技术工作坊的 B 站公开主页局部，保留作者标题与作品区域",
        "alt": "马克的技术工作坊的 B 站主页局部，显示作者名称与公开视频或合集",
        "date": "2026-10-08",
        "width": 655,
        "height": 640
      }
    },
    {
      "id": "corn",
      "name": "与core度过漫长岁月",
      "platform": "小红书",
      "tier": "强推",
      "topics": [
        "机器学习与论文"
      ],
      "description": "想学机器学习并看懂公式，分享人优先推荐这位作者，尤其喜欢其公式推导内容。适合愿意跟着推导、动手计算的同学。",
      "start": "从一篇手推 CNN 或损失函数的笔记开始，跟着写出符号、输入与推导，再对照教材。",
      "url": "https://www.xiaohongshu.com/user/profile/681dcf47000000000a03daa3",
      "sourceIds": [
        "xhs-corn"
      ],
      "note": "已按分享人提供的小红书号核对本人公开主页。内容方向基于主页与部分标题，未逐条审读全部笔记。",
      "status": "confirmed",
      "handle": "95072568064",
      "screenshot": {
        "path": "assets/ai-sources/xhs-core-home.jpg",
        "url": "https://www.xiaohongshu.com/user/profile/681dcf47000000000a03daa3",
        "caption": "与core度过漫长岁月的小红书公开主页（匿名访问）",
        "alt": "与core度过漫长岁月的公开主页，显示作者名字、小红书号与笔记内容",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "whisper",
      "name": "whisper",
      "platform": "小红书",
      "tier": "强推",
      "topics": [
        "Agent与系统"
      ],
      "description": "想理解 AI 架构与记忆，分享人强推 Whisper。他尤其看重这位作者对架构关系与记忆机制的技术讲解。",
      "start": "从 Context Engineering、Agent Skills 或 Harness 的公开笔记开始，打开作者提供的链接继续阅读。",
      "url": "https://www.xiaohongshu.com/user/profile/5c26e36400000000060123f6",
      "sourceIds": [
        "xhs-whisper"
      ],
      "note": "已按分享人提供的小红书号核对本人公开主页。内容方向基于主页与部分标题，未逐条审读全部笔记。",
      "status": "confirmed",
      "handle": "676761386",
      "screenshot": {
        "path": "assets/ai-sources/xhs-whisper-home.jpg",
        "url": "https://www.xiaohongshu.com/user/profile/5c26e36400000000060123f6",
        "caption": "whisper的小红书公开主页（匿名访问）",
        "alt": "whisper的公开主页，显示作者名字、小红书号与笔记内容",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "hollard",
      "name": "Harold Z.",
      "platform": "小红书",
      "tier": "强推",
      "topics": [
        "Agent与系统"
      ],
      "description": "分享人强推这位作者的系统设计视频。其公开内容涵盖 WhatsApp、iCloud、YouTube 等系统案例，适合补充开发 AI 系统也需要的工程设计基础。",
      "start": "先挑一个系统案例，看清数据怎样走、各部分负责什么，以及规模增大或操作失败时怎么办。",
      "url": "https://www.xiaohongshu.com/user/profile/6192e1f1000000001000bcbc",
      "sourceIds": [
        "xhs-hollard"
      ],
      "note": "本人公开主页以通用系统设计和面试为主，不能据此把它描述成专门研究 AI 系统的账号。推荐它，是为了补系统设计基础。",
      "status": "confirmed",
      "handle": "9407054439",
      "screenshot": {
        "path": "assets/ai-sources/xhs-harold-home.jpg",
        "url": "https://www.xiaohongshu.com/user/profile/6192e1f1000000001000bcbc",
        "caption": "Harold Z.的小红书公开主页（匿名访问）",
        "alt": "Harold Z.的公开主页，显示作者名字、小红书号与笔记内容",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "aihot",
      "name": "AI HOT",
      "platform": "网站",
      "tier": "强推",
      "topics": [
        "AI资讯"
      ],
      "description": "卡兹克的 AI 信息聚合网站。分享人认为这个入口值得经常查看，适合从精选、热点与日报发现主题，再点击原始信源继续读。",
      "start": "从“一手”筛选或日报开始，遇到感兴趣的消息就打开原文。",
      "url": "https://aihot.news/",
      "sourceIds": [
        "aihot",
        "aihot-repo"
      ],
      "note": "当前入口为 aihot.news。聚合摘要和自动评分只提供筛选线索，具体事实仍需查原文。",
      "status": "confirmed",
      "screenshot": {
        "path": "assets/ai-sources/aihot.jpg",
        "url": "https://aihot.news/",
        "caption": "AI HOT 公开首页，展示精选与原始信源入口",
        "alt": "AI HOT 精选页面，含主题筛选、新闻条目和信源信息",
        "date": "2026-10-08",
        "width": 1280,
        "height": 720
      }
    },
    {
      "id": "crossing",
      "name": "十字路口Crossing",
      "platform": "公众号",
      "tier": "推荐",
      "topics": [
        "时代思考",
        "AI资讯"
      ],
      "description": "分享人喜欢其偏思考的内容，也关注它对国内 AI 的观察。节目与文字内容常围绕 AI 行业变化、创业实践，以及技术与人的关系展开。",
      "start": "先挑一位你感兴趣的访谈对象，看其具体经历与判断依据。",
      "url": "https://www.xiaoyuzhoufm.com/podcast/60502e253c92d4f62c2a9577",
      "sourceIds": [
        "crossing"
      ],
      "note": "这里给出本人节目主页，介绍中明确文字版发布于同名公众号。",
      "status": "confirmed",
      "linkLabel": "本人节目主页"
    },
    {
      "id": "zartbot",
      "name": "ZARTBOT / zartbot",
      "platform": "公众号",
      "tier": "推荐",
      "topics": [
        "时代思考",
        "Agent与系统",
        "机器学习与论文"
      ],
      "description": "这位作者的思考与技术长文值得关注。分享人觉得它更偏技术，适合愿意读模型架构、AI 基础设施及相关研究的同学。",
      "start": "先在公开博客选一个你已有一点基础的话题，再读文中引用的研究。",
      "url": "https://github.com/zartbot/blog/issues",
      "sourceIds": [
        "zartbot"
      ],
      "note": "已核对本人 GitHub 博客的 AI 技术内容；公众号与该博客的同人映射还缺本人直链证据。",
      "status": "confirmed",
      "linkLabel": "公开博客文章",
      "wechatName": "zartbot"
    },
    {
      "id": "net",
      "name": "网速不够快刷不到",
      "platform": "小红书",
      "tier": "推荐",
      "topics": [
        "Agent与系统"
      ],
      "description": "分享人觉得这位作者有趣，也看重其较强的 AI 技术实践内容。适合想继续研究 AI 技术与应用实现的同学。",
      "start": "从一个工具、Harness 或上下文处理的具体笔记开始，留意它引用的文档和实现。",
      "url": "https://www.xiaohongshu.com/user/profile/5572b84624caa93fddafab78",
      "sourceIds": [
        "xhs-net"
      ],
      "note": "已按分享人提供的小红书号核对本人公开主页。内容方向基于主页与部分标题，未逐条审读全部笔记。",
      "status": "confirmed",
      "handle": "963315014"
    },
    {
      "id": "bit",
      "name": "比特新语",
      "platform": "小红书",
      "tier": "推荐",
      "topics": [
        "AI科普"
      ],
      "description": "分享人喜欢这里的概念科普视频。作者用视听故事讲知识与生活相关概念，公开内容涉及涌现、熵增和信息量，适合帮助理解 AI 讨论里常见的一些术语。",
      "start": "从涌现或信息量等你想理解的概念开始，看完尝试举出自己的例子，再查原始定义。",
      "url": "https://www.xiaohongshu.com/user/profile/5e17f76e000000000100017f",
      "sourceIds": [
        "xhs-bit"
      ],
      "note": "已按分享人提供的小红书号核对本人公开主页。内容方向基于主页与部分标题，未逐条审读全部笔记。",
      "status": "confirmed",
      "handle": "572687023"
    },
    {
      "id": "tabris",
      "name": "TABRIS / tabris",
      "platform": "小红书",
      "tier": "推荐",
      "topics": [
        "机器学习与论文"
      ],
      "description": "分享人推荐这里的 AI 论文分享，也喜欢作者挑选和介绍论文的方式。公开主页能看到 paper 推荐合集、blog 与 project 推荐。",
      "start": "先选一篇推荐论文，读摘要、问题设定与限制，再对照作者的解读。",
      "url": "https://www.xiaohongshu.com/user/profile/60a72ded000000000101de6e",
      "sourceIds": [
        "tabris"
      ],
      "note": "已核对公开主页名称与推荐合集标题，未逐篇审读所有笔记。",
      "status": "confirmed",
      "handle": "2608032230"
    },
    {
      "id": "hollywood",
      "name": "Hollywood（名称待确认）",
      "platform": "小红书",
      "tier": "推荐",
      "topics": [
        "Agent与系统"
      ],
      "description": "分享人提到一位分享 Agent 开发面试问答的作者，认为其中有值得学习的问题与解释。",
      "start": "待准确名称或小红书号确认后补上主页。",
      "url": null,
      "sourceIds": [],
      "note": "保留这条推荐；尚未找到能确认的对应账号。",
      "status": "pending",
      "verification": "口述名称暂记 Hollywood。需要准确小红书号、主页链接或代表笔记，不与 Harold Z. 合并。"
    },
    {
      "id": "tech-egg",
      "name": "技术蛋老师",
      "platform": "B站",
      "tier": "推荐",
      "topics": [
        "网络概念"
      ],
      "description": "这是分享人推荐的网络与安全基础补充。理解协议、连接、加密和证书，有助于读懂 AI 工具联网时遇到的问题。",
      "start": "有具体问题时，选择 TCP、HTTP、IP 地址或证书相关视频补基础。",
      "url": "https://space.bilibili.com/327247876",
      "sourceIds": [
        "tech-egg"
      ],
      "note": "本页将它作为 AI 开发相关基础的延伸阅读，主要内容方向是计算机网络与安全概念。",
      "status": "confirmed"
    },
    {
      "id": "agent-institute",
      "name": "Agent智能体深度研究院",
      "platform": "B站",
      "tier": "推荐",
      "topics": [
        "机器学习与论文",
        "Agent与系统"
      ],
      "description": "补充的论文阅读入口，公开内容涉及 Agent、记忆、自进化与多智能体系统。分享人认为选论文的质量不错，值得用来发现研究主题。",
      "start": "挑一篇记忆或多智能体相关论文，看完视频后打开原论文，核对任务、方法、实验与限制。",
      "url": "https://space.bilibili.com/581897590",
      "sourceIds": [
        "agent-institute"
      ],
      "note": "分享人的观看体验是“采用 AI 读稿，也有真人参与”。本次核对了账号与内容方向，未独立验证制作流程。",
      "status": "confirmed"
    },
    {
      "id": "radar",
      "name": "众测雷达 / AI 雷达",
      "platform": "网站",
      "tier": "推荐",
      "topics": [
        "Agent与系统"
      ],
      "description": "分享人推荐用它观察模型在任务中的表现。众测雷达是社区实测入口，AI 雷达是相关的模型对比主站，阅读时要分清各自的评分口径。",
      "start": "先读评分方法，比较任务、工具、模型档位、样本数、日期，再看分数、时间和成本。",
      "url": "https://deng.codexradar.com/",
      "sourceIds": [
        "radar",
        "radar-method",
        "ai-radar"
      ],
      "note": "IQ 标签是特定任务成绩的换算，不能当成通用智商。访问时众测雷达正在重构与试运行，部分统计缺失。API 等价成本也不等于订阅实际扣费。",
      "status": "confirmed",
      "extraLinks": [
        {
          "label": "模型对比主站",
          "url": "https://codexradar.com/"
        }
      ]
    },
    {
      "id": "xinzhi",
      "name": "新智元",
      "platform": "公众号",
      "tier": "一般",
      "topics": [
        "AI资讯"
      ],
      "description": "可以用来补充 AI 行业动态。分享人觉得不同文章的内容质量和视觉呈现差别较大，偶尔也有令人惊艳的文章，因此建议按话题挑着读。",
      "start": "挑一个你关心的消息，再找它引用的论文、官方发布或采访。",
      "url": "https://aiera.com.cn/",
      "sourceIds": [
        "xinzhi"
      ],
      "note": "内容质量和审美评价是分享人个人偏好。",
      "status": "confirmed"
    },
    {
      "id": "cambrian",
      "name": "AI寒武纪",
      "platform": "公众号",
      "tier": "一般",
      "topics": [
        "AI资讯"
      ],
      "description": "分享人觉得可以看看，但内容水平不是他优先推荐的那一档，适合作为补充信息源。",
      "start": "在微信内搜索准确名称，按自己关心的话题挑一篇，再找原始出处。",
      "url": null,
      "sourceIds": [
        "cambrian"
      ],
      "note": "本次未读到一手公众号主页，公开第三方记录支持名称；不补未经核对的主页链接。",
      "status": "partial",
      "verification": "名称来自分享人并有第三方公开记录，公众号主页尚缺一手核对。"
    },
    {
      "id": "aiwarts",
      "name": "卡尔的AI沃茨",
      "platform": "公众号",
      "tier": "一般",
      "topics": [
        "AI资讯",
        "Agent与系统"
      ],
      "description": "内容可以看，分享人把它放在第二档。适合找 AI 工具实测、内容创作与教程方面的线索，再根据自己的问题挑选。",
      "start": "从本人公开教程或项目入手，看清输入材料、步骤和适用条件。",
      "url": "https://github.com/LearnPrompt",
      "sourceIds": [
        "aiwarts"
      ],
      "note": "",
      "status": "confirmed",
      "tierNote": "第二档",
      "linkLabel": "作者公开主页"
    },
    {
      "id": "zihao",
      "name": "同济子豪兄 · 知识蒸馏",
      "platform": "B站",
      "tier": "专题",
      "topics": [
        "机器学习与论文"
      ],
      "description": "这里仅推荐知识蒸馏专题的三部分课程，按原理综述、经典论文、代码实战的顺序学习。知识蒸馏研究怎样让较小的模型学习较大模型传递的信息。",
      "start": "先看算法原理与综述，再读开山论文，最后看 PyTorch 实战。",
      "url": "https://www.bilibili.com/video/BV1gS4y1k7vj/",
      "sourceIds": [
        "zihao",
        "distill-overview",
        "distill-paper",
        "distill-code"
      ],
      "note": "推荐范围仅限这组三部分课程，不延伸为对整个账号的推荐。",
      "status": "confirmed",
      "linkLabel": "原理与综述",
      "extraLinks": [
        {
          "label": "经典论文精读",
          "url": "https://www.bilibili.com/video/BV1N44y1n7mU/"
        },
        {
          "label": "PyTorch 实战",
          "url": "https://www.bilibili.com/video/BV1zP4y1F7g4/"
        }
      ]
    },
    {
      "id": "shrimp",
      "name": "技术爬爬虾",
      "platform": "B站",
      "tier": "挑着看",
      "topics": [
        "Agent与系统",
        "AI科普"
      ],
      "description": "有一些可用的工具实践内容，但分享人觉得营销与课程推广信息较多，需要自己花时间筛选，因此不把它列为优先推荐。",
      "start": "带着一个具体问题找相关视频，重点看可核对的步骤、代码与限制。",
      "url": "https://space.bilibili.com/316183842",
      "sourceIds": [
        "shrimp"
      ],
      "note": "“营销较多、不优先”是分享人的个人观看评价，不作为调研证明的客观事实。",
      "status": "confirmed"
    }
  ],
  "official": [
    {
      "name": "Tibo",
      "handle": "@thsottiaux",
      "url": "https://x.com/thsottiaux",
      "description": "分享人明确推荐的个人账号，关注 Codex 与 ChatGPT 的团队动态和公开说明。",
      "note": "已由分享人确认口述所指。个人动态仍要结合正式公告与具体账户条件阅读。",
      "sourceIds": [
        "tibo"
      ]
    },
    {
      "name": "OpenAI",
      "handle": "@OpenAI",
      "url": "https://x.com/OpenAI",
      "fallback": "https://openai.com/news/",
      "description": "研究、产品与机构发布。感兴趣的消息继续读官方文章，留意发布时间和适用条件。",
      "sourceIds": [
        "openai"
      ]
    },
    {
      "name": "OpenAI Developers",
      "handle": "@OpenAIDevs",
      "url": "https://x.com/OpenAIDevs",
      "fallback": "https://developers.openai.com/blog/",
      "description": "开发者相关更新与技术内容。API、工具行为与具体操作继续查官方文档。",
      "sourceIds": [
        "openaidevs"
      ]
    },
    {
      "name": "Anthropic",
      "handle": "@AnthropicAI",
      "url": "https://x.com/AnthropicAI",
      "fallback": "https://www.anthropic.com/news",
      "description": "机构发布、研究与政策内容；正式新闻入口是 Anthropic Newsroom。",
      "sourceIds": [
        "anthropic"
      ]
    },
    {
      "name": "Claude",
      "handle": "@claudeai",
      "url": "https://x.com/claudeai",
      "fallback": "https://www.claude.com/blog",
      "description": "Claude 产品侧的消息与应用内容。把产品发布与个人体验分开读。",
      "sourceIds": [
        "claude"
      ]
    },
    {
      "name": "Claude Developers",
      "handle": "@ClaudeDevs",
      "url": "https://x.com/ClaudeDevs",
      "fallback": "https://claude.dev/",
      "description": "面向开发者的更新与实践，可继续在官方开发者站阅读完整技术文章。",
      "sourceIds": [
        "claudedevs"
      ]
    }
  ],
  "sources": [
    {
      "id": "khazix",
      "title": "数字生命卡兹克 · 本人 Skills 仓库",
      "url": "https://github.com/KKKKhazix/khazix-skills",
      "scope": "README 的关于段落核对作者与公众号名称，公开主页核对开源作品",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "khazix-profile",
      "title": "卡兹克 · 公开 GitHub 主页",
      "url": "https://github.com/KKKKhazix",
      "scope": "作者主页截图的原页面；展示公开项目，微信文章正文未读取",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "appso",
      "title": "APPSO · 爱范儿官方作者页",
      "url": "https://www.ifanr.com/author/appso",
      "scope": "核对 APPSO 名称、公众号入口与近期 AI 文章标题；截图来自此页",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "crossing",
      "title": "十字路口Crossing · 本人节目主页",
      "url": "https://www.xiaoyuzhoufm.com/podcast/60502e253c92d4f62c2a9577",
      "scope": "节目介绍明确同名公众号与主持人，核对访谈及科技人文方向",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "xinzhi",
      "title": "新智元 · 官方关于页",
      "url": "https://aiera.com.cn/about.html",
      "scope": "核对媒体名称、AI 资讯与产业报道定位",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "cambrian",
      "title": "AI寒武纪 · 公开公众号收录记录",
      "url": "https://github.com/ttttmr/wechat2rss/issues/283",
      "scope": "第三方记录只支持名称与原文链接线索，未作为本人主页或文章结论的一手证明",
      "access": "第三方记录可读，公众号一手主页未核对",
      "date": "2026-10-08"
    },
    {
      "id": "aiwarts",
      "title": "卡尔的AI沃茨 · 本人 GitHub 主页",
      "url": "https://github.com/LearnPrompt",
      "scope": "本人主页核对名称、工具实测与教程方向，并链接 X @aiwarts",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "zartbot",
      "title": "zartbot · 本人公开博客",
      "url": "https://github.com/zartbot/blog/issues",
      "scope": "公开文章列表核对 AI Infra、模型架构等技术内容；微信同人映射未由本人直链确认",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "tabris",
      "title": "tabris · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/60a72ded000000000101de6e",
      "scope": "浏览器核对昵称、小红书号 2608032230 和 paper 推荐合集标题",
      "access": "浏览器可读；部分笔记详情可能需要登录",
      "date": "2026-10-08"
    },
    {
      "id": "didi",
      "title": "DiDi_OK · B 站主页",
      "url": "https://space.bilibili.com/412615990",
      "scope": "核对准确名称、UID 与 AI 视频作品，主页截图来自此页",
      "access": "浏览器可读，部分平台内容或播放器可能需要登录",
      "date": "2026-10-08"
    },
    {
      "id": "manshi",
      "title": "漫士沉思录 · B 站主页",
      "url": "https://space.bilibili.com/266765166",
      "scope": "核对数学与 AI 内容及公开合集；课程不将账号自述学历作为独立认证",
      "access": "浏览器可读",
      "date": "2026-10-08"
    },
    {
      "id": "techflow",
      "title": "技术Flow · B 站主页",
      "url": "https://space.bilibili.com/392208938",
      "scope": "核对机器学习可视化合集及中文配音、原作者标注",
      "access": "浏览器可读",
      "date": "2026-10-08"
    },
    {
      "id": "tech-egg",
      "title": "技术蛋老师 · 网络协议视频",
      "url": "https://www.bilibili.com/video/BV18h41187Ep",
      "scope": "本人署名的 TCP 基础视频，用于核对网络概念科普方向",
      "access": "B 站公开视频页可定位，播放器权限以平台为准",
      "date": "2026-10-08"
    },
    {
      "id": "zihao",
      "title": "同济子豪兄 · 本人课程仓库",
      "url": "https://github.com/TommyZihao/zihao_course",
      "scope": "核对作者与课程入口",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "distill-overview",
      "title": "知识蒸馏 · 算法原理与综述",
      "url": "https://www.bilibili.com/video/BV1gS4y1k7vj/",
      "scope": "知识蒸馏课程总入口与综述部分",
      "access": "公开课程页可读",
      "date": "2026-10-08"
    },
    {
      "id": "distill-paper",
      "title": "知识蒸馏 · 经典论文精读",
      "url": "https://www.bilibili.com/video/BV1N44y1n7mU/",
      "scope": "知识蒸馏开山论文的课程入口",
      "access": "公开课程页可定位",
      "date": "2026-10-08"
    },
    {
      "id": "distill-code",
      "title": "知识蒸馏 · PyTorch 代码实战",
      "url": "https://www.bilibili.com/video/BV1zP4y1F7g4/",
      "scope": "代码实战部分的课程入口",
      "access": "公开课程页可定位",
      "date": "2026-10-08"
    },
    {
      "id": "mark",
      "title": "马克的技术工作坊 · 本人视频代码仓库",
      "url": "https://github.com/MarkTechStation/VideoCode",
      "scope": "本人 README 核对名称、B 站 UID 与课程资料",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "mark-profile",
      "title": "马克的技术工作坊 · B 站主页",
      "url": "https://space.bilibili.com/1815948385",
      "scope": "核对 LLM、Agent、Skill、MCP、RAG 等公开视频；截图来自此页",
      "access": "浏览器可读",
      "date": "2026-10-08"
    },
    {
      "id": "shrimp",
      "title": "技术爬爬虾 · 本人 GitHub 主页",
      "url": "https://github.com/tech-shrimp",
      "scope": "核对公开作者与项目入口；营销评价来自分享人的观看体验",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "agent-institute",
      "title": "Agent智能体深度研究院 · B 站主页",
      "url": "https://space.bilibili.com/581897590",
      "scope": "平台搜索与公开账号核对 UID、Agent 记忆及多智能体论文方向；AI 读稿与真人参与是分享人体验",
      "access": "B 站平台检索可读，未独立验证制作流程",
      "date": "2026-10-08"
    },
    {
      "id": "aihot",
      "title": "AI HOT · 当前官网",
      "url": "https://aihot.news/",
      "scope": "核对精选、热点、日报与原始信息入口；主页截图来自此页",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "aihot-repo",
      "title": "AI HOT · 本人开源项目",
      "url": "https://github.com/KKKKhazix/AIHOT",
      "scope": "核对项目与卡兹克公开账号的对应关系",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "radar",
      "title": "众测雷达 · 官方入口",
      "url": "https://deng.codexradar.com/",
      "scope": "核对准确名称、公开题库与运行说明；访问时页面提示重构与试运行，统计存在缺失",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "radar-method",
      "title": "众测雷达 · DeepSWE 评分方法",
      "url": "https://deng.codexradar.com/benchmarks/deepswe/",
      "scope": "评分与条件说明；特定任务表现和分数换算不能代表通用智商",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "ai-radar",
      "title": "AI 雷达 · 模型对比主站",
      "url": "https://codexradar.com/",
      "scope": "与众测雷达分开的模型表现入口",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "tibo",
      "title": "Tibo · X 公开账号",
      "url": "https://x.com/thsottiaux/with_replies",
      "scope": "搜索索引显示 Tibo 与 Codex / ChatGPT 简介，分享人已确认这是其口述所指账号",
      "access": "公开索引可读；直接网页读取受限",
      "date": "2026-10-08"
    },
    {
      "id": "openai",
      "title": "OpenAI · 官方新闻入口",
      "url": "https://openai.com/news/",
      "scope": "官方新闻页与页脚 X 链接对应 @OpenAI",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "openaidevs",
      "title": "OpenAI · API 官方入门说明",
      "url": "https://help.openai.com/en/articles/4936851-how-do-i-start-exploring-the-openai-api",
      "scope": "官方说明直接推荐 X @OpenAIDevs 作为开发者动态入口",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "anthropic",
      "title": "Anthropic · 官方主页",
      "url": "https://www.anthropic.com/",
      "scope": "浏览器核对官方站页脚的 X 链接为 @AnthropicAI，并链接 Claude 产品",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "claude",
      "title": "Claude · 官方产品主页",
      "url": "https://www.claude.com/",
      "scope": "浏览器核对产品站页脚的 X 链接为 @claudeai",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "claudedevs",
      "title": "Claude · 官方开发者博客",
      "url": "https://claude.dev/blog/how-we-made-claude-ai-faster/",
      "scope": "官方文章嵌入 @ClaudeDevs 的发布，作为开发者账号的一手对应来源",
      "access": "公开页面可读",
      "date": "2026-10-08"
    },
    {
      "id": "xhs-corn",
      "title": "与core度过漫长岁月 · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/681dcf47000000000a03daa3",
      "scope": "核对手推 CNN、损失函数、前向与反向传播、优化器等公开笔记标题；号码对应关系由浏览器实际核对",
      "date": "2026-10-08",
      "access": "公开主页可读，部分笔记详情或站内搜索需要登录"
    },
    {
      "id": "xhs-whisper",
      "title": "whisper · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/5c26e36400000000060123f6",
      "scope": "核对 Context Engineering、Agent Skills、Harness 等公开笔记与本人资料；号码对应关系由浏览器实际核对",
      "date": "2026-10-08",
      "access": "公开主页可读，部分笔记详情或站内搜索需要登录"
    },
    {
      "id": "xhs-hollard",
      "title": "Harold Z. · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/6192e1f1000000001000bcbc",
      "scope": "核对本人 System Craft 介绍及通用系统设计案例；号码对应关系由浏览器实际核对",
      "date": "2026-10-08",
      "access": "公开主页可读，部分笔记详情或站内搜索需要登录"
    },
    {
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      "title": "网速不够快刷不到 · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/5572b84624caa93fddafab78",
      "scope": "核对 Pi compaction、Harness、Agent 工具及 AI 技术资料解读；号码对应关系由浏览器实际核对",
      "date": "2026-10-08",
      "access": "公开主页可读，部分笔记详情或站内搜索需要登录"
    },
    {
      "id": "xhs-bit",
      "title": "比特新语 · 小红书公开主页",
      "url": "https://www.xiaohongshu.com/user/profile/5e17f76e000000000100017f",
      "scope": "核对实际昵称与涌现、熵增、信息量、37 法则等视听内容；号码对应关系由浏览器实际核对",
      "date": "2026-10-08",
      "access": "公开主页可读，部分笔记详情或站内搜索需要登录"
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  "limitations": [
    "本次未能直接读取若干微信公众号主页，本页提供已核对的作者公开入口或微信内搜索提示。",
    "小红书的名称和数字账号号不能直接拼成主页 URL；可用的直达链接需实际核对平台 UID。",
    "截图展示拍摄时的公开状态，不证明所有文章、视频的内容质量或作者制作流程。",
    "X 部分页面的直接读取受限，官方账号链接由机构官网或本人公开资料核对，并保留官方发布替代入口。"
  ]
}