{
  "version": "https://jsonfeed.org/version/1.1",
  "title": "NCLcat",
  "home_page_url": "https://artifactfolio.com",
  "feed_url": "https://artifactfolio.com/feed.json",
  "description": "江集的判断、项目与实验，人和 AI 一起留下的产物。",
  "language": "zh-CN",
  "authors": [
    {
      "name": "江集",
      "url": "https://artifactfolio.com"
    }
  ],
  "items": [
    {
      "id": "https://artifactfolio.com/c/writing/context-graph-essay",
      "url": "https://artifactfolio.com/c/writing/context-graph-essay",
      "title": "代码、文档、Wiki 分开存, 以前是合理的, 现在不行了",
      "summary": "过去按角色分知识系统, 一直是合理的;Agent 成了新的共同消费者, 这种合理性正在被打掉。",
      "content_text": "过去按角色分知识系统, 一直是合理的;Agent 成了新的共同消费者, 这种合理性正在被打掉。",
      "date_published": "2026-09-12T00:00:00.000Z",
      "tags": [
        "AI产品",
        "Agent",
        "知识管理",
        "组织"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "observation",
        "judgment"
      ],
      "_state": "sprout",
      "_presentation": "model-essay",
      "_coreModel": "context-graph",
      "_humanRatio": 0.7,
      "_maturity": "seedling",
      "_agentSource": "codex",
      "_takeaway": "过去我们按角色分系统存知识, 是因为消费者就是人。Agent 把这件事的合理性悄悄拿走了。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/%E6%88%91%E5%81%9A%E4%BA%86%E4%B8%80%E4%B8%AA%E5%90%AC%E6%AD%8C%E7%9A%84%E5%B0%8F%E5%B7%A5%E5%85%B7",
      "url": "https://artifactfolio.com/c/writing/%E6%88%91%E5%81%9A%E4%BA%86%E4%B8%80%E4%B8%AA%E5%90%AC%E6%AD%8C%E7%9A%84%E5%B0%8F%E5%B7%A5%E5%85%B7",
      "title": "我做了一个听歌的小工具",
      "summary": "它叫 From Here。把'偏好/意图/状态'三个东西拆开，只判断此刻这首该不该接上来。",
      "content_text": "它叫 From Here。把'偏好/意图/状态'三个东西拆开，只判断此刻这首该不该接上来。",
      "date_published": "2026-09-05T00:00:00.000Z",
      "tags": [
        "AI产品",
        "音乐",
        "推荐系统",
        "工具"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Project",
      "_type": "article",
      "_form": "artifact",
      "_thinking": [
        "judgment"
      ],
      "_state": "growing",
      "_presentation": "artifact",
      "_coreModel": "from-here",
      "_humanRatio": 0.75,
      "_maturity": "budding",
      "_agentSource": "claude-sonnet-4-6",
      "_takeaway": "推荐系统如果只认你长期喜欢什么，它就永远不知道此刻你想听什么。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/fewer-ai-cron-tasks",
      "url": "https://artifactfolio.com/c/writing/fewer-ai-cron-tasks",
      "title": "我为什么越来越少看 AI 定时任务了",
      "summary": "AI 定时任务看起来在帮我学习，实际却经常把人的认知过程简化成了定期接收信息。",
      "content_text": "AI 定时任务看起来在帮我学习，实际却经常把人的认知过程简化成了定期接收信息。",
      "date_published": "2026-08-29T00:00:00.000Z",
      "tags": [
        "AI产品",
        "定时任务",
        "认知",
        "注意力"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "observation",
        "judgment",
        "reflection"
      ],
      "_state": "growing",
      "_presentation": "essay",
      "_humanRatio": 0.7,
      "_maturity": "budding",
      "_agentSource": "codex",
      "_takeaway": "AI 定时任务真正暴露的问题，不是 AI 还不够会总结，而是产品还没想清楚：人到底是怎么在有限注意力里形成认知的。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/ai-products-look-alike",
      "url": "https://artifactfolio.com/c/writing/ai-products-look-alike",
      "title": "AI 产品为什么都长得像？",
      "summary": "不是产品经理没有判断，而是大家都在怕错过那个看起来更大的位置。Agent 能力越强，AI 产品越要回答：自己凭什么不是一个 prompt。",
      "content_text": "不是产品经理没有判断，而是大家都在怕错过那个看起来更大的位置。Agent 能力越强，AI 产品越要回答：自己凭什么不是一个 prompt。",
      "date_published": "2026-08-20T00:00:00.000Z",
      "tags": [
        "AI产品",
        "产品判断",
        "Agent",
        "产品边界"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "judgment",
        "method",
        "research"
      ],
      "_state": "growing",
      "_presentation": "model-essay",
      "_coreModel": "ai-product-landscape",
      "_humanRatio": 0.68,
      "_maturity": "budding",
      "_agentSource": "codex",
      "_takeaway": "Agent 能力变强以后，AI 产品不只是变得更像 Agent，而是都要重新回答：我到底凭什么不是一个 prompt。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/ai-%E6%B2%A1%E6%9C%89%E6%8B%BF%E8%B5%B0%E5%B7%A5%E4%BD%9C",
      "url": "https://artifactfolio.com/c/writing/ai-%E6%B2%A1%E6%9C%89%E6%8B%BF%E8%B5%B0%E5%B7%A5%E4%BD%9C",
      "title": "AI 先拿走的，是岗位里的一部分活",
      "summary": "两年，五次范式迁移，从写代码一路挪到定义能力。每次迁移，都是先从岗位里拿走一部分活开始的——接着，定义权、判断权、责任跟着重新分配。有的活变轻了，有的换了一种做法，还有的是凭空长出来的。",
      "content_text": "两年，五次范式迁移，从写代码一路挪到定义能力。每次迁移，都是先从岗位里拿走一部分活开始的——接着，定义权、判断权、责任跟着重新分配。有的活变轻了，有的换了一种做法，还有的是凭空长出来的。",
      "date_published": "2026-08-16T00:00:00.000Z",
      "tags": [
        "AI 范式",
        "组织",
        "人才",
        "产研协作"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Project",
      "_type": "article",
      "_form": "project",
      "_thinking": [
        "reflection"
      ],
      "_state": "evergreen",
      "_presentation": "essay",
      "_humanRatio": 0.65,
      "_maturity": "evergreen",
      "_agentSource": "claude",
      "_takeaway": "AI 先拿走的是岗位里的一部分活——位置会一直变，但判断、定义和负责，始终要有人扛。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/ai-pm-knowledge-notes",
      "url": "https://artifactfolio.com/c/writing/ai-pm-knowledge-notes",
      "title": "一个帮 PM 快速讲清楚 AI 新词的 skill",
      "summary": "给非研产品用：听到 AI 新词，按四步先看清它是什么，再翻译成产品判断，再谈用不用得上，最后能短短讲给别人听。",
      "content_text": "给非研产品用：听到 AI 新词，按四步先看清它是什么，再翻译成产品判断，再谈用不用得上，最后能短短讲给别人听。",
      "date_published": "2026-08-07T00:00:00.000Z",
      "tags": [
        "AI产品",
        "技术理解",
        "方法",
        "skill"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Method",
      "_type": "article",
      "_form": "artifact",
      "_thinking": [
        "method"
      ],
      "_state": "growing",
      "_presentation": "artifact",
      "_artifact": {
        "format": "markdown",
        "downloadable": true,
        "copyable": true
      },
      "_humanRatio": 0.76,
      "_maturity": "budding",
      "_agentSource": "cursor",
      "_takeaway": "听懂一个 AI 新词，最后要落到能快速讲清楚。",
      "_skillUrl": "https://artifactfolio.com/skills/ai-pm-knowledge-notes.md"
    },
    {
      "id": "https://artifactfolio.com/c/writing/ai-native-organization-chain",
      "url": "https://artifactfolio.com/c/writing/ai-native-organization-chain",
      "title": "AI Native 组织，不是多几个 AI builder",
      "summary": "业务用了 AI、组织里多了 AI builder，都还不够。真正要看的，是 AI 有没有改变平台能承接的交易单位，以及供需两端表达和组织价值的承台。",
      "content_text": "业务用了 AI、组织里多了 AI builder，都还不够。真正要看的，是 AI 有没有改变平台能承接的交易单位，以及供需两端表达和组织价值的承台。",
      "date_published": "2026-08-05T00:00:00.000Z",
      "tags": [
        "AI组织",
        "AI产品",
        "组织变化",
        "商业模式"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "observation",
        "judgment",
        "exploration"
      ],
      "_state": "growing",
      "_presentation": "model-essay",
      "_humanRatio": 0.8,
      "_maturity": "budding",
      "_agentSource": "codex",
      "_takeaway": "新的组织空间，不是从岗位表里长出来的，是从新的交易空间里长出来的。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/deep-position-analysis",
      "url": "https://artifactfolio.com/c/writing/deep-position-analysis",
      "title": "割，还是扛？我用 AI 做了个决策体检",
      "summary": "它管把数据拉全，不替你拍板。保证不漏项，不保证判断对。",
      "content_text": "它管把数据拉全，不替你拍板。保证不漏项，不保证判断对。",
      "date_published": "2026-08-03T00:00:00.000Z",
      "tags": [
        "决策框架",
        "AI协作",
        "工具"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Method",
      "_type": "article",
      "_form": "artifact",
      "_thinking": [
        "method",
        "reflection"
      ],
      "_state": "growing",
      "_presentation": "artifact",
      "_artifact": {
        "format": "markdown",
        "downloadable": true,
        "copyable": true
      },
      "_humanRatio": 0.62,
      "_maturity": "budding",
      "_agentSource": "cursor",
      "_takeaway": "框架是手，人是脑——它保证不漏项，拍板的是你。",
      "_skillUrl": "https://artifactfolio.com/skills/deep-position-analysis.md"
    },
    {
      "id": "https://artifactfolio.com/c/writing/%E6%80%8E%E4%B9%88%E5%88%A4%E6%96%AD%E4%B8%80%E4%B8%AA-ai-%E5%9C%BA%E6%99%AF%E5%80%BC%E4%B8%8D%E5%80%BC%E5%BE%97%E5%81%9A",
      "url": "https://artifactfolio.com/c/writing/%E6%80%8E%E4%B9%88%E5%88%A4%E6%96%AD%E4%B8%80%E4%B8%AA-ai-%E5%9C%BA%E6%99%AF%E5%80%BC%E4%B8%8D%E5%80%BC%E5%BE%97%E5%81%9A",
      "title": "AI 场景值不值得做，大半不是 AI 的事",
      "summary": "大半标准不是 AI 教的，是产品本来就该算的账。别让热闹冲掉它，别低估 AI 的成本，也别把它用错地方。",
      "content_text": "大半标准不是 AI 教的，是产品本来就该算的账。别让热闹冲掉它，别低估 AI 的成本，也别把它用错地方。",
      "date_published": "2026-07-31T00:00:00.000Z",
      "tags": [
        "AI产品",
        "产品判断",
        "决策框架"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "judgment",
        "method"
      ],
      "_state": "evergreen",
      "_presentation": "model-essay",
      "_coreModel": "ai-scene-gate",
      "_humanRatio": 0.69,
      "_maturity": "evergreen",
      "_agentSource": "claude",
      "_takeaway": "这套框架不是让你更有底气去做 AI，是让你在这阵热闹里心里有数，也不把 AI 焦虑传给身边的人。"
    },
    {
      "id": "https://artifactfolio.com/c/writing/ai-product-positioning",
      "url": "https://artifactfolio.com/c/writing/ai-product-positioning",
      "title": "AI 绕不开了，大厂的人该往哪儿站",
      "summary": "AI 已经成了大厂人的主线之一。真正要判断的，不只是一个项目靠不靠谱，而是你站进去之后，能从里面换到什么。",
      "content_text": "AI 已经成了大厂人的主线之一。真正要判断的，不只是一个项目靠不靠谱，而是你站进去之后，能从里面换到什么。",
      "date_published": "2026-07-30T00:00:00.000Z",
      "tags": [
        "AI产品",
        "产品判断",
        "大厂",
        "职业选择"
      ],
      "authors": [
        {
          "name": "江集",
          "url": "https://artifactfolio.com"
        }
      ],
      "_column": "Thinking",
      "_type": "article",
      "_form": "essay",
      "_thinking": [
        "judgment",
        "reflection"
      ],
      "_state": "evergreen",
      "_presentation": "essay",
      "_humanRatio": 0.73,
      "_maturity": "evergreen",
      "_agentSource": "codex",
      "_takeaway": "很多时候我们没得选，但让自己重新有一点选择的方式，是先看清楚这件事到底在换什么。"
    }
  ]
}