{
  "exportedAt": "2026-10-24T10:39:21.230Z",
  "items": [
    {
      "id": "3d29f36e-89ee-4227-afe5-50e8b82a4e08",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "牛人AI分身带来的服务平权，会有一波非常大的爆发。",
      "fragments": [
        "牛人AI分身带来的服务平权，会有一波非常大的爆发。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-6",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T06:38:43.800Z",
      "updatedAt": "2026-10-24T06:38:43.800Z",
      "mine": false
    },
    {
      "id": "026a1df8-214a-45be-b307-e929d45b1015",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "所有商业的起点都是产品，基于我们对用户需求的假设和推断",
      "fragments": [
        "所有商业的起点都是产品，基于我们对用户需求的假设和推断"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T06:39:12.783Z",
      "updatedAt": "2026-10-24T06:39:12.783Z",
      "mine": false
    },
    {
      "id": "cff69fd1-f822-439b-97db-352fba151eae",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "AI商业的本质是对结果承担责任，直接交付结果",
      "fragments": [
        "AI商业的本质是对结果承担责任，直接交付结果"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-16",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T06:44:45.469Z",
      "updatedAt": "2026-10-24T06:44:45.469Z",
      "mine": false
    },
    {
      "id": "f05fd589-d342-4746-a84d-6b1ad832f2a9",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "未来商业竞争最重要的，是抢夺人类表达真实意图的第一入口。你愿意跟谁聊，那个AI就掌握了你的真实信息，它可能就是商业化开始的地方。",
      "fragments": [
        "未来商业竞争最重要的，是抢夺人类表达真实意图的第一入口。你愿意跟谁聊，那个AI就掌握了你的真实信息，它可能就是商业化开始的地方。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-12",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:03:25.196Z",
      "updatedAt": "2026-10-24T07:03:25.196Z",
      "mine": false
    },
    {
      "id": "21d89950-0726-43fd-bac1-3b5a9ac6fd21",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "AI原生不是把AI嵌入现有产品和工作流，而是以可规模化调用的机器智能为起点，重新设计产品、工作流和组织，创造过去无法实现的客户价值。",
      "fragments": [
        "AI原生不是把AI嵌入现有产品和工作流，而是以可规模化调用的机器智能为起点，重新设计产品、工作流和组织，创造过去无法实现的客户价值。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-18",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:03:54.212Z",
      "updatedAt": "2026-10-24T07:03:54.212Z",
      "mine": false
    },
    {
      "id": "46e55529-a05d-4cac-abd5-d0b28cc0c63c",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "annotation",
      "quote": "一个直接的检验：假如拿掉AI，这个产品和业务是否仍然成立？ 如果仍然成立只是效率下降，大概率属于AI增强；如果产品价值、工作流或组织方式都无法成立，才更接近AI原生。",
      "fragments": [
        "一个直接的检验：假如拿掉AI，这个产品和业务是否仍然成立？ 如果仍然成立只是效率下降，大概率属于AI增强；如果产品价值、工作流或组织方式都无法成立，才更接近AI原生。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-19",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "AI增强、AI原生",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:05:52.151Z",
      "updatedAt": "2026-10-24T07:05:52.151Z",
      "mine": false
    },
    {
      "id": "5943462a-5de4-43a8-a5b8-11de7b2a1b2f",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "第一，有没有做到用户价值的巨大创新；第二，体验飞跃基于原生技术突破；第三，通常会倒逼出基础设施创新；第四，一定会有原生商业模式出来。",
      "fragments": [
        "第一，有没有做到用户价值的巨大创新；第二，体验飞跃基于原生技术突破；第三，通常会倒逼出基础设施创新；第四，一定会有原生商业模式出来。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-20",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:07:36.012Z",
      "updatedAt": "2026-10-24T07:07:36.012Z",
      "mine": false
    },
    {
      "id": "962375db-b71a-4f2f-9af1-23587c1ea9bb",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "开始标准化、成为社会基础设施",
      "fragments": [
        "开始标准化、成为社会基础设施"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-24",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:08:34.229Z",
      "updatedAt": "2026-10-24T07:08:34.229Z",
      "mine": false
    },
    {
      "id": "791c1082-8cbc-4d50-8b98-87485796fb10",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "第一，Agent的开发基础设施进一步成熟；第二，找到低成本的用户交互方式",
      "fragments": [
        "第一，Agent的开发基础设施进一步成熟；第二，找到低成本的用户交互方式"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-25",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:08:47.098Z",
      "updatedAt": "2026-10-24T07:08:47.098Z",
      "mine": false
    },
    {
      "id": "688c16a5-601d-44b6-898c-2d3ef8c4e8e3",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "智能复利：AI时代的核心竞争壁垒",
      "fragments": [
        "智能复利：AI时代的核心竞争壁垒"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-28",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:11:30.463Z",
      "updatedAt": "2026-10-24T07:11:30.463Z",
      "mine": false
    },
    {
      "id": "3e62a67a-5661-416d-b09f-a5a04c44a39b",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "设计Agent和知识库，手把手教它，把人的经验蒸馏给它，在实验室场景中从30分慢慢爬到60分，再找一个不怕死的客户一起试。",
      "fragments": [
        "设计Agent和知识库，手把手教它，把人的经验蒸馏给它，在实验室场景中从30分慢慢爬到60分，再找一个不怕死的客户一起试。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-32",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:11:50.627Z",
      "updatedAt": "2026-10-24T07:11:50.627Z",
      "mine": false
    },
    {
      "id": "d4ecf6fb-61a0-4fbf-8139-25438c9b7bf1",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.111Z",
      "updatedAt": "2026-10-24T07:14:18.111Z",
      "mine": false
    },
    {
      "id": "34c55c48-20e4-48ce-acb4-1b9204903e7d",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.117Z",
      "updatedAt": "2026-10-24T07:14:18.117Z",
      "mine": false
    },
    {
      "id": "986a60ce-0846-43c6-aec6-fc66eb9aa767",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.124Z",
      "updatedAt": "2026-10-24T07:14:18.124Z",
      "mine": false
    },
    {
      "id": "8f278689-acd9-46ad-8e96-5b89b8d95305",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.129Z",
      "updatedAt": "2026-10-24T07:14:18.129Z",
      "mine": false
    },
    {
      "id": "f1d15176-8af3-457c-94e6-f7371c9712bf",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.135Z",
      "updatedAt": "2026-10-24T07:14:18.135Z",
      "mine": false
    },
    {
      "id": "504e45b4-7889-4ccb-8d0f-7fc25b171d22",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么",
      "fragments": [
        "想清楚你第一个要让AI Agent上岗、要解决的那个端到端的真实问题是什么"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-33",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:14:18.139Z",
      "updatedAt": "2026-10-24T07:14:18.139Z",
      "mine": false
    },
    {
      "id": "90bc6761-d23b-4756-926d-78373ad5a98a",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "进化速度高于一切指标。能否进入智能进化的循环，远比盈利能力重要",
      "fragments": [
        "进化速度高于一切指标。能否进入智能进化的循环，远比盈利能力重要"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-35",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:15:16.529Z",
      "updatedAt": "2026-10-24T07:15:16.529Z",
      "mine": false
    },
    {
      "id": "e46cc103-0d4e-457a-9888-3186d346cf01",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "现代组织的基本单元，从岗位变成了任务",
      "fragments": [
        "现代组织的基本单元，从岗位变成了任务"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-38",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:16:39.707Z",
      "updatedAt": "2026-10-24T07:16:39.707Z",
      "mine": false
    },
    {
      "id": "e089a9e3-bef8-4fb0-b0d3-e6cc19d40840",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "能否都让Agent干了，实在干不了，短暂调用人的能力",
      "fragments": [
        "能否都让Agent干了，实在干不了，短暂调用人的能力"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-40",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:17:41.823Z",
      "updatedAt": "2026-10-24T07:17:41.823Z",
      "mine": false
    },
    {
      "id": "7786886b-d609-4da5-bae7-b9636b49e032",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "让人越来越out of the loop，而不是in the loop",
      "fragments": [
        "让人越来越out of the loop，而不是in the loop"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-42",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:17:51.259Z",
      "updatedAt": "2026-10-24T07:17:51.259Z",
      "mine": false
    },
    {
      "id": "4fad84f2-d521-4698-8d71-f24491fdc39a",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "组织整体的智能化，比任何个体用上AI工具要重要得多。",
      "fragments": [
        "组织整体的智能化，比任何个体用上AI工具要重要得多。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-46",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:27:23.297Z",
      "updatedAt": "2026-10-24T07:27:23.297Z",
      "mine": false
    },
    {
      "id": "e2c04333-bb7a-4e58-bb23-bbae67434041",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "能选择值得追求的方向、定义有价值的问题、创造新认知，并能组织人类智能和机器智能去落地的新型创造性人才。",
      "fragments": [
        "能选择值得追求的方向、定义有价值的问题、创造新认知，并能组织人类智能和机器智能去落地的新型创造性人才。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-49",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:28:45.020Z",
      "updatedAt": "2026-10-24T07:28:45.020Z",
      "mine": false
    },
    {
      "id": "f9dcad78-bfc2-4d0c-bb74-67c6bc3776ac",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "真正的创造力本质是提出原创问题、解决复杂问题的能力。",
      "fragments": [
        "真正的创造力本质是提出原创问题、解决复杂问题的能力。"
      ],
      "anchor": {
        "sectionId": "section-20261024-1",
        "lineAnchor": "line-20261024-1-50",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T07:29:15.774Z",
      "updatedAt": "2026-10-24T07:29:15.774Z",
      "mine": false
    },
    {
      "id": "8d0421cd-94a1-4a03-b092-520ff4c7c61d",
      "dateKey": "20261024",
      "articleKey": "20261024",
      "type": "highlight",
      "quote": "人的位置上移：清楚地描述目标，把上下文给够，让它自己找路径",
      "fragments": [
        "人的位置上移：清楚地描述目标，把上下文给够，让它自己找路径"
      ],
      "anchor": {
        "sectionId": "section-20261024-5",
        "lineAnchor": "line-20261024-5-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T08:22:15.159Z",
      "updatedAt": "2026-10-24T08:22:15.159Z",
      "mine": false
    },
    {
      "id": "8ebe90c7-688a-44aa-8dee-4d763f4ca161",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "国内用户更快表现出需求的是：日程管理、To-Do List、知识管理，以及类 CRM 场景",
      "fragments": [
        "国内用户更快表现出需求的是：日程管理、To-Do List、知识管理，以及类 CRM 场景"
      ],
      "anchor": {
        "sectionId": "section-20261023-1",
        "lineAnchor": "line-20261023-1-4",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:15:03.467Z",
      "updatedAt": "2026-10-23T02:15:03.467Z",
      "mine": false
    },
    {
      "id": "1fdd4bc4-62d4-4775-8dd9-7034a7f1bd3b",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "不同维度的上下文之间，是有化学反应的。这个化学反应，某种意义上就是产品的壁垒之一。",
      "fragments": [
        "不同维度的上下文之间，是有化学反应的。这个化学反应，某种意义上就是产品的壁垒之一。"
      ],
      "anchor": {
        "sectionId": "section-20261023-1",
        "lineAnchor": "line-20261023-1-11",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:17:01.614Z",
      "updatedAt": "2026-10-23T02:17:01.614Z",
      "mine": false
    },
    {
      "id": "524472df-eed7-4a6e-acd4-bec59f440f90",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "一是，基于用户分身的特点和需求，个性化的生成内容（比如AI日报），会是机会； 二是，看板（仪表盘）就是AI- native产品的必要产品形态",
      "fragments": [
        "一是，基于用户分身的特点和需求，个性化的生成内容（比如AI日报），会是机会；",
        "二是，看板（仪表盘）就是AI- native产品的必要产品形态"
      ],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:17:31.136Z",
      "updatedAt": "2026-10-23T02:17:31.136Z",
      "mine": false
    },
    {
      "id": "9ebe244f-6c72-4811-8cdd-907c367e4970",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "享受沉浸在“物理反馈过程中”的情感体验",
      "fragments": [
        "享受沉浸在“物理反馈过程中”的情感体验"
      ],
      "anchor": {
        "sectionId": "section-20261023-3",
        "lineAnchor": "line-20261023-3-3",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:21:20.581Z",
      "updatedAt": "2026-10-23T02:21:20.581Z",
      "mine": false
    },
    {
      "id": "d6e4bf85-62ee-4662-848e-aa9ab1c29c26",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "价值尺度与交易媒介",
      "fragments": [
        "价值尺度与交易媒介"
      ],
      "anchor": {
        "sectionId": "section-20261023-3",
        "lineAnchor": "line-20261023-3-4",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:22:14.327Z",
      "updatedAt": "2026-10-23T02:22:14.327Z",
      "mine": false
    },
    {
      "id": "759180a4-65f8-46a1-aad8-89be58ae1226",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "与全球“顶尖工程技术人员”面对面的“高密度技术推演”，也是最核心的“信息校准”手段。",
      "fragments": [
        "与全球“顶尖工程技术人员”面对面的“高密度技术推演”，也是最核心的“信息校准”手段。"
      ],
      "anchor": {
        "sectionId": "section-20261023-3",
        "lineAnchor": "line-20261023-3-12",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T02:31:56.389Z",
      "updatedAt": "2026-10-23T02:31:56.389Z",
      "mine": false
    },
    {
      "id": "395f6d0d-a888-42df-a52a-9e89e0748768",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "执行可以外包，积累不能外包",
      "fragments": [
        "执行可以外包，积累不能外包"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-8",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T06:02:36.040Z",
      "updatedAt": "2026-10-23T06:02:36.040Z",
      "mine": false
    },
    {
      "id": "b4d6e937-ff5e-447a-a6d9-c94000e8ca41",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "专家的判断逻辑与工作路径被一步步结构化、编码进系统。",
      "fragments": [
        "专家的判断逻辑与工作路径被一步步结构化、编码进系统。"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-16",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T06:03:11.805Z",
      "updatedAt": "2026-10-23T06:03:11.805Z",
      "mine": false
    },
    {
      "id": "178d3f33-20d2-44c1-bde3-235c4d7819c6",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "Context最好收集，每天产生高频业务动作与结果反馈；离业务目标最近、见效最快；团队能最快跑通人机协作。",
      "fragments": [
        "Context最好收集，每天产生高频业务动作与结果反馈；离业务目标最近、见效最快；团队能最快跑通人机协作。"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-23",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1bd9c1eea9",
      "authorAlias": "匿名读者 EEA9",
      "version": 1,
      "createdAt": "2026-10-23T06:03:34.023Z",
      "updatedAt": "2026-10-23T06:03:34.023Z",
      "mine": false
    },
    {
      "id": "2bb89f67-c5df-436a-b65a-423010d9f6f9",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "能力本身强大的人，产出效率将是普通人的千百倍，AI持续加大人与人之间能力的不均衡。",
      "fragments": [
        "能力本身强大的人，产出效率将是普通人的千百倍，AI持续加大人与人之间能力的不均衡。"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-28",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T08:22:56.171Z",
      "updatedAt": "2026-10-24T08:22:56.171Z",
      "mine": false
    },
    {
      "id": "f1eed43d-d4b3-4ac8-a36b-6d59eb47b539",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "能创造、管理、调度多个硅基员工的人，比无法使用硅基员工的人，具备无限时间上的绝对优势（Agent可7×24小时不间断工作）",
      "fragments": [
        "能创造、管理、调度多个硅基员工的人，比无法使用硅基员工的人，具备无限时间上的绝对优势（Agent可7×24小时不间断工作）"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-29",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T08:23:04.741Z",
      "updatedAt": "2026-10-24T08:23:04.741Z",
      "mine": false
    },
    {
      "id": "b90db747-e8c7-42bc-830f-93b6e8acb301",
      "dateKey": "20261023",
      "articleKey": "20261023",
      "type": "highlight",
      "quote": "决策力、自学力、与AI沟通的能力",
      "fragments": [
        "决策力、自学力、与AI沟通的能力"
      ],
      "anchor": {
        "sectionId": "section-20261023-5",
        "lineAnchor": "line-20261023-5-34",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T08:23:51.173Z",
      "updatedAt": "2026-10-24T08:23:51.173Z",
      "mine": false
    },
    {
      "id": "eb292eb0-ac86-49ed-a6c3-f843906b09ac",
      "dateKey": "20261022",
      "articleKey": "20261022",
      "type": "highlight",
      "quote": "投迁移，不投风口",
      "fragments": [
        "投迁移，不投风口"
      ],
      "anchor": {
        "sectionId": "section-20261022-1",
        "lineAnchor": "line-20261022-1-9",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_448b04562d",
      "authorAlias": "匿名读者 562D",
      "version": 1,
      "createdAt": "2026-10-24T08:43:06.522Z",
      "updatedAt": "2026-10-24T08:43:06.522Z",
      "mine": false
    },
    {
      "id": "54959792-f4b8-4e65-a387-d590b81930de",
      "dateKey": "20261019",
      "articleKey": "20261019",
      "type": "highlight",
      "quote": "我们的主动性，来自感知用户所处环境的变化",
      "fragments": [
        "我们的主动性，来自感知用户所处环境的变化"
      ],
      "anchor": {
        "sectionId": "section-20261019-1",
        "lineAnchor": "line-20261019-1-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_3c124415d4",
      "authorAlias": "匿名读者 15D4",
      "version": 1,
      "createdAt": "2026-10-19T13:37:29.189Z",
      "updatedAt": "2026-10-19T13:37:29.189Z",
      "mine": false
    },
    {
      "id": "8411ff2e-064b-4b4f-bbee-97164292d8ff",
      "dateKey": "20261019",
      "articleKey": "20261019",
      "type": "highlight",
      "quote": "需求不断升级从普通标注、专家数据和工具操作，逐步延伸到机器人与物理世界",
      "fragments": [
        "需求不断升级从普通标注、专家数据和工具操作，逐步延伸到机器人与物理世界"
      ],
      "anchor": {
        "sectionId": "section-20261019-1",
        "lineAnchor": "line-20261019-1-18",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_3c124415d4",
      "authorAlias": "匿名读者 15D4",
      "version": 1,
      "createdAt": "2026-10-19T13:43:12.915Z",
      "updatedAt": "2026-10-19T13:43:12.915Z",
      "mine": false
    },
    {
      "id": "8855fda7-efaf-48f7-927c-b29736faad8f",
      "dateKey": "20261019",
      "articleKey": "20261019",
      "type": "highlight",
      "quote": "专家知识的难点，在于识别条件、处理例外、判断何时应承认不知道。工具操作要保留工作过程：先查什么、调用什么、在哪发现错误、怎样修正。",
      "fragments": [
        "专家知识的难点，在于识别条件、处理例外、判断何时应承认不知道。工具操作要保留工作过程：先查什么、调用什么、在哪发现错误、怎样修正。"
      ],
      "anchor": {
        "sectionId": "section-20261019-1",
        "lineAnchor": "line-20261019-1-25",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_3c124415d4",
      "authorAlias": "匿名读者 15D4",
      "version": 1,
      "createdAt": "2026-10-19T13:44:12.681Z",
      "updatedAt": "2026-10-19T13:44:12.681Z",
      "mine": false
    },
    {
      "id": "1c0d42ed-23ed-43f4-a6e4-6048fe6ec030",
      "dateKey": "20261018",
      "articleKey": "20261018",
      "type": "highlight",
      "quote": "AI做完之后，新冒出来的麻烦是什么",
      "fragments": [
        "AI做完之后，新冒出来的麻烦是什么"
      ],
      "anchor": {
        "sectionId": "section-20261018-1",
        "lineAnchor": "line-20261018-1-6",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_b70f2a1fcf",
      "authorAlias": "匿名读者 1FCF",
      "version": 1,
      "createdAt": "2026-10-20T03:08:59.468Z",
      "updatedAt": "2026-10-20T03:08:59.468Z",
      "mine": false
    },
    {
      "id": "06462d35-d891-4b72-b55d-dae5808633be",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "个人Agent的根本矛盾：服务于消费者，还是服务于商家",
      "fragments": [
        "个人Agent的根本矛盾：服务于消费者，还是服务于商家"
      ],
      "anchor": {
        "sectionId": "section-20260928-1",
        "lineAnchor": "line-20260928-1-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T06:49:47.343Z",
      "updatedAt": "2026-09-28T06:49:47.343Z",
      "mine": false
    },
    {
      "id": "007bc0c7-28b3-48c7-bbaf-9a8504188f03",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "它产生的需求有两个特点：一是高度依附于已有的意图或记录；二是它不产生停留。",
      "fragments": [
        "它产生的需求有两个特点：一是高度依附于已有的意图或记录；二是它不产生停留。"
      ],
      "anchor": {
        "sectionId": "section-20260928-1",
        "lineAnchor": "line-20260928-1-8",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T06:50:14.220Z",
      "updatedAt": "2026-09-28T06:50:14.220Z",
      "mine": false
    },
    {
      "id": "9ba89e15-53d7-4759-9113-3b78b92a834e",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "对需求明确的人，Agent能提高效率；对还没想好的人，浏览本身就是决策，跳过浏览等于跳过需求的形成。",
      "fragments": [
        "对需求明确的人，Agent能提高效率；对还没想好的人，浏览本身就是决策，跳过浏览等于跳过需求的形成。"
      ],
      "anchor": {
        "sectionId": "section-20260928-1",
        "lineAnchor": "line-20260928-1-9",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T06:50:26.769Z",
      "updatedAt": "2026-09-28T06:50:26.769Z",
      "mine": false
    },
    {
      "id": "313c063d-f02f-4628-a1c0-58bc3727f21f",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "没人要求时会不会继续做？遇到不会的东西会不会自己学？能不能把问题扎得足够深？发现更重要的问题后敢不敢改方向？",
      "fragments": [
        "没人要求时会不会继续做？遇到不会的东西会不会自己学？能不能把问题扎得足够深？发现更重要的问题后敢不敢改方向？"
      ],
      "anchor": {
        "sectionId": "section-20260928-2",
        "lineAnchor": "line-20260928-2-19",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "自律、自学、钻研、判断",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 5,
      "createdAt": "2026-09-28T06:53:01.951Z",
      "updatedAt": "2026-09-28T06:54:07.650Z",
      "mine": false
    },
    {
      "id": "5716d1c0-db90-434c-826b-921bec1060e3",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "大模型拼的是数据的信息密度和干净程度",
      "fragments": [
        "大模型拼的是数据的信息密度和干净程度"
      ],
      "anchor": {
        "sectionId": "section-20260928-3",
        "lineAnchor": "line-20260928-3-4",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T06:54:37.099Z",
      "updatedAt": "2026-09-28T06:54:37.099Z",
      "mine": false
    },
    {
      "id": "df0ee015-eef4-4217-816f-d76b56d35cc2",
      "dateKey": "20260928",
      "articleKey": "20260928",
      "type": "highlight",
      "quote": "最好的礼物之一，就是人们用“你没有预料到的方式”使用你的产品。",
      "fragments": [
        "最好的礼物之一，就是人们用“你没有预料到的方式”使用你的产品。"
      ],
      "anchor": {
        "sectionId": "section-20260928-4",
        "lineAnchor": "line-20260928-4-6",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T10:56:35.632Z",
      "updatedAt": "2026-09-28T10:56:35.632Z",
      "mine": false
    },
    {
      "id": "fdba44c8-b3a9-49ab-b548-eb16c5da2f1b",
      "dateKey": "20260924",
      "articleKey": "20260924",
      "type": "highlight",
      "quote": "确定 Benchmark、找数据、搭环境、做训练",
      "fragments": [
        "确定 Benchmark、找数据、搭环境、做训练"
      ],
      "anchor": {
        "sectionId": "section-20260924-1",
        "lineAnchor": "line-20260924-1-8",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T10:58:07.343Z",
      "updatedAt": "2026-09-28T10:58:07.343Z",
      "mine": false
    },
    {
      "id": "8440bf10-7d2c-43bc-a4ad-72044f310fa9",
      "dateKey": "20260924",
      "articleKey": "20260924",
      "type": "highlight",
      "quote": "稳定产出足够多的可用数据",
      "fragments": [
        "稳定产出足够多的可用数据"
      ],
      "anchor": {
        "sectionId": "section-20260924-1",
        "lineAnchor": "line-20260924-1-14",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T11:00:05.979Z",
      "updatedAt": "2026-09-28T11:00:05.979Z",
      "mine": false
    },
    {
      "id": "3015d0b8-d1a2-4480-96e2-3f25820a7b11",
      "dateKey": "20260924",
      "articleKey": "20260924",
      "type": "highlight",
      "quote": "一份合格 RL 数据至少包含四部分：Task（要完成什么任务）、Context（所需文件、数据或应用环境）、Metric（评价方法与计分规则）、Reference Answer（可参考但不要求逐字匹配的结果）。",
      "fragments": [
        "一份合格 RL 数据至少包含四部分：Task（要完成什么任务）、Context（所需文件、数据或应用环境）、Metric（评价方法与计分规则）、Reference Answer（可参考但不要求逐字匹配的结果）。"
      ],
      "anchor": {
        "sectionId": "section-20260924-1",
        "lineAnchor": "line-20260924-1-20",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T11:00:40.565Z",
      "updatedAt": "2026-09-28T11:00:40.565Z",
      "mine": false
    },
    {
      "id": "571bdbbc-fab9-4da8-8db9-2f73b5d2e3fa",
      "dateKey": "20260924",
      "articleKey": "20260924",
      "type": "highlight",
      "quote": "Anthropic 已派研发人员入 JPMorgan 等投行，体验实际工作流程。",
      "fragments": [
        "Anthropic 已派研发人员入 JPMorgan 等投行，体验实际工作流程。"
      ],
      "anchor": {
        "sectionId": "section-20260924-1",
        "lineAnchor": "line-20260924-1-21",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T11:01:38.379Z",
      "updatedAt": "2026-09-28T11:01:38.379Z",
      "mine": false
    },
    {
      "id": "d07d860d-6d10-45d3-b52b-74407ff932de",
      "dateKey": "20260924",
      "articleKey": "20260924",
      "type": "highlight",
      "quote": "Coding 追到 SOTA 八九成后，模型厂可能转向金融、法律、医疗等，需外部专业知识的任务。",
      "fragments": [
        "Coding 追到 SOTA 八九成后，模型厂可能转向金融、法律、医疗等，需外部专业知识的任务。"
      ],
      "anchor": {
        "sectionId": "section-20260924-1",
        "lineAnchor": "line-20260924-1-24",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T11:02:33.457Z",
      "updatedAt": "2026-09-28T11:02:33.457Z",
      "mine": false
    },
    {
      "id": "44dd311a-ac48-429c-b8eb-38f9f54b7a83",
      "dateKey": "20260923",
      "articleKey": "20260923",
      "type": "highlight",
      "quote": "理解技术、明确边界、 拿回评价标准、找到真正合理的比较对象",
      "fragments": [
        "理解技术、明确边界、 拿回评价标准、找到真正合理的比较对象"
      ],
      "anchor": {
        "sectionId": "section-20260923-1",
        "lineAnchor": "line-20260923-1-7",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_610c86eb58",
      "authorAlias": "匿名读者 EB58",
      "version": 1,
      "createdAt": "2026-09-28T12:00:45.652Z",
      "updatedAt": "2026-09-28T12:00:45.652Z",
      "mine": false
    },
    {
      "id": "89a2a6bc-f54c-489b-8ef0-c32b3c14a154",
      "dateKey": "20260916",
      "articleKey": "20260916",
      "type": "highlight",
      "quote": "新的数学发现，会打开新的科学大门，进而带来新的药物、新的材料、新的工程方案。",
      "fragments": [
        "新的数学发现，会打开新的科学大门，进而带来新的药物、新的材料、新的工程方案。"
      ],
      "anchor": {
        "sectionId": "section-20260916-1",
        "lineAnchor": "line-20260916-1-9",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:16:54.883Z",
      "updatedAt": "2026-09-23T12:16:54.883Z",
      "mine": false
    },
    {
      "id": "5e166950-79a0-412c-bce8-8d3e8b03f1f6",
      "dateKey": "20260916",
      "articleKey": "20260916",
      "type": "highlight",
      "quote": "你主要通过语音跟它交流，当然也可以打字；它有持久记忆，知道你是谁；它是主动地发现问题、解决问题，不只是等你问。",
      "fragments": [
        "你主要通过语音跟它交流，当然也可以打字；它有持久记忆，知道你是谁；它是主动地发现问题、解决问题，不只是等你问。"
      ],
      "anchor": {
        "sectionId": "section-20260916-1",
        "lineAnchor": "line-20260916-1-16",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:17:09.334Z",
      "updatedAt": "2026-09-23T12:17:09.334Z",
      "mine": false
    },
    {
      "id": "f3fbf242-7cdb-4e01-b832-aa59779e8633",
      "dateKey": "20260916",
      "articleKey": "20260916",
      "type": "highlight",
      "quote": "内心极度在意，把自己负责的事做到最好；不是表演出来的热情，而是真实的、发自内心的驱动力",
      "fragments": [
        "内心极度在意，把自己负责的事做到最好；不是表演出来的热情，而是真实的、发自内心的驱动力"
      ],
      "anchor": {
        "sectionId": "section-20260916-3",
        "lineAnchor": "line-20260916-3-16",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:22:05.015Z",
      "updatedAt": "2026-09-23T12:22:05.015Z",
      "mine": false
    },
    {
      "id": "c8143aca-44da-4347-9d38-13d579e56c5f",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "当 Agent 扩大权限，同时增加可验证性；",
      "fragments": [
        "当 Agent 扩大权限，同时增加可验证性；"
      ],
      "anchor": {
        "sectionId": "section-20260915-1",
        "lineAnchor": "line-20260915-1-20",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:08:45.573Z",
      "updatedAt": "2026-09-23T12:08:45.573Z",
      "mine": false
    },
    {
      "id": "161f3d8b-d1e7-4f36-be20-ec37442127ee",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "模型进入企业，首要问题不是“模型不够聪明”，而是信任、Eval、数据、业务规则、真实环境的各种约束；",
      "fragments": [
        "模型进入企业，首要问题不是“模型不够聪明”，而是信任、Eval、数据、业务规则、真实环境的各种约束；"
      ],
      "anchor": {
        "sectionId": "section-20260915-1",
        "lineAnchor": "line-20260915-1-21",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:08:55.821Z",
      "updatedAt": "2026-09-23T12:08:55.821Z",
      "mine": false
    },
    {
      "id": "820f6324-3604-4ef8-92d4-d9770bc7ca2e",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "做通，再判断可总结的“原子经验”，能继续进入产品。",
      "fragments": [
        "做通，再判断可总结的“原子经验”，能继续进入产品。"
      ],
      "anchor": {
        "sectionId": "section-20260915-1",
        "lineAnchor": "line-20260915-1-22",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:09:09.637Z",
      "updatedAt": "2026-09-23T12:09:09.637Z",
      "mine": false
    },
    {
      "id": "32fb944d-93e4-4d3b-bb98-13d0f2a9b3f1",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "完全扎进客户具体问题，先不考虑规模化，只想着解决问题，最后总能自然出现“可泛化部分”",
      "fragments": [
        "完全扎进客户具体问题，先不考虑规模化，只想着解决问题，最后总能自然出现“可泛化部分”"
      ],
      "anchor": {
        "sectionId": "section-20260915-1",
        "lineAnchor": "line-20260915-1-27",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:09:39.558Z",
      "updatedAt": "2026-09-23T12:09:39.558Z",
      "mine": false
    },
    {
      "id": "5bd669c1-02ae-4962-80c1-1e57b3fc78ed",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "先解决不能规模化的问题，再判断什么值得规模化”",
      "fragments": [
        "先解决不能规模化的问题，再判断什么值得规模化”"
      ],
      "anchor": {
        "sectionId": "section-20260915-1",
        "lineAnchor": "line-20260915-1-28",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:09:50.978Z",
      "updatedAt": "2026-09-23T12:09:50.978Z",
      "mine": false
    },
    {
      "id": "f77acd3e-c122-406a-ada8-de72bcb6fb4e",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "金融、医疗、军工，没这条根本不敢接API。",
      "fragments": [
        "金融、医疗、军工，没这条根本不敢接API。"
      ],
      "anchor": {
        "sectionId": "section-20260915-4",
        "lineAnchor": "line-20260915-4-3",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:10:53.454Z",
      "updatedAt": "2026-09-23T12:10:53.454Z",
      "mine": false
    },
    {
      "id": "d2f59dfd-fc78-474d-b621-6dd529080c2d",
      "dateKey": "20260915",
      "articleKey": "20260915",
      "type": "highlight",
      "quote": "零数据保留（ZDR",
      "fragments": [
        "零数据保留（ZDR"
      ],
      "anchor": {
        "sectionId": "section-20260915-4",
        "lineAnchor": "line-20260915-4-2",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_38200145c4",
      "authorAlias": "匿名读者 45C4",
      "version": 1,
      "createdAt": "2026-09-23T12:11:16.435Z",
      "updatedAt": "2026-09-23T12:11:16.435Z",
      "mine": false
    },
    {
      "id": "9a5cb38f-57fa-4904-8159-d4e7045dc2d9",
      "dateKey": "20260914",
      "articleKey": "20260914",
      "type": "highlight",
      "quote": "上下文工程、评测集、Agent 编排、失败模式分析",
      "fragments": [
        "上下文工程、评测集、Agent 编排、失败模式分析"
      ],
      "anchor": {
        "sectionId": "section-20260914-1",
        "lineAnchor": "line-20260914-1-23",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1199cd2a74",
      "authorAlias": "匿名读者 2A74",
      "version": 1,
      "createdAt": "2026-09-20T05:18:08.548Z",
      "updatedAt": "2026-09-20T05:18:08.548Z",
      "mine": false
    },
    {
      "id": "513ef817-0e0a-4b9a-bee7-4dd74bcf9d5e",
      "dateKey": "20260914",
      "articleKey": "20260914",
      "type": "highlight",
      "quote": "UI 细节、边界条件、高并发、安全、成本",
      "fragments": [
        "UI 细节、边界条件、高并发、安全、成本"
      ],
      "anchor": {
        "sectionId": "section-20260914-1",
        "lineAnchor": "line-20260914-1-22",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1199cd2a74",
      "authorAlias": "匿名读者 2A74",
      "version": 1,
      "createdAt": "2026-09-20T05:18:12.966Z",
      "updatedAt": "2026-09-20T05:18:12.966Z",
      "mine": false
    },
    {
      "id": "e8a091ca-a05f-4daa-b200-be75911fdcab",
      "dateKey": "20260914",
      "articleKey": "20260914",
      "type": "highlight",
      "quote": "Agent 是执行主体，人负责定义问题和验收结果",
      "fragments": [
        "Agent 是执行主体，人负责定义问题和验收结果"
      ],
      "anchor": {
        "sectionId": "section-20260914-1",
        "lineAnchor": "line-20260914-1-26",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_1199cd2a74",
      "authorAlias": "匿名读者 2A74",
      "version": 1,
      "createdAt": "2026-09-20T05:18:29.215Z",
      "updatedAt": "2026-09-20T05:18:29.215Z",
      "mine": false
    },
    {
      "id": "97157fb4-8432-47e4-a398-d1d0b3499e77",
      "dateKey": "20260912",
      "articleKey": "20260912",
      "type": "highlight",
      "quote": "向内看三个问题：你有什么与众不同的观点？什么事别人做着难受、你却乐此不疲？什么问题你觉得很痛、特别想解决？",
      "fragments": [
        "向内看三个问题：你有什么与众不同的观点？什么事别人做着难受、你却乐此不疲？什么问题你觉得很痛、特别想解决？"
      ],
      "anchor": {
        "sectionId": "section-20260912-1",
        "lineAnchor": "line-20260912-1-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:54:55.281Z",
      "updatedAt": "2026-09-15T02:54:55.281Z",
      "mine": false
    },
    {
      "id": "a34200b9-df2f-4f8d-bed4-a9575425af98",
      "dateKey": "20260912",
      "articleKey": "20260912",
      "type": "highlight",
      "quote": "产品卖的不是\"完成了什么\"，而是\"做的时候感觉如何\"。价值锚点从\"结果\"搬到\"过程\"。",
      "fragments": [
        "产品卖的不是\"完成了什么\"，而是\"做的时候感觉如何\"。价值锚点从\"结果\"搬到\"过程\"。"
      ],
      "anchor": {
        "sectionId": "section-20260912-1",
        "lineAnchor": "line-20260912-1-14",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:55:32.256Z",
      "updatedAt": "2026-09-15T02:55:32.256Z",
      "mine": false
    },
    {
      "id": "2d68504b-cdfc-4668-821a-a7b507939da8",
      "dateKey": "20260912",
      "articleKey": "20260912",
      "type": "highlight",
      "quote": "旁观者最易犯的错，就是拿成熟产业的标准，去衡量刚出生的东西。",
      "fragments": [
        "旁观者最易犯的错，就是拿成熟产业的标准，去衡量刚出生的东西。"
      ],
      "anchor": {
        "sectionId": "section-20260912-1",
        "lineAnchor": "line-20260912-1-21",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:56:06.760Z",
      "updatedAt": "2026-09-15T02:56:06.760Z",
      "mine": false
    },
    {
      "id": "4a250762-5dd3-4a78-b076-58f976506035",
      "dateKey": "20260911",
      "articleKey": "20260911",
      "type": "highlight",
      "quote": "过去App Store的核心，是让用户找到应用。AI Agent时代，核心变成让Agent找到服务、调用服务、组合服务。",
      "fragments": [
        "过去App Store的核心，是让用户找到应用。AI Agent时代，核心变成让Agent找到服务、调用服务、组合服务。"
      ],
      "anchor": {
        "sectionId": "section-20260911-1",
        "lineAnchor": "line-20260911-1-5",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:49:08.312Z",
      "updatedAt": "2026-09-15T02:49:08.312Z",
      "mine": false
    },
    {
      "id": "81399817-63e4-405f-a15e-6649df2ad2b8",
      "dateKey": "20260911",
      "articleKey": "20260911",
      "type": "highlight",
      "quote": "全球算力争夺：楼还没盖完，算力已被签走 截至今年年中，北美数据中心空置率，已连续三年维持在1%左右，在建容量中，95%已提前签给客户。现在新签的合同，很多只能买到2028年才能交付的算力。",
      "fragments": [
        "全球算力争夺：楼还没盖完，算力已被签走",
        "截至今年年中，北美数据中心空置率，已连续三年维持在1%左右，在建容量中，95%已提前签给客户。现在新签的合同，很多只能买到2028年才能交付的算力。"
      ],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:51:58.573Z",
      "updatedAt": "2026-09-15T02:51:58.573Z",
      "mine": false
    },
    {
      "id": "5f49f2f4-0a5a-4436-962d-03de962daa8b",
      "dateKey": "20260911",
      "articleKey": "20260911",
      "type": "highlight",
      "quote": "第三国市场，已成中美AI公司的兵家必争之地。",
      "fragments": [
        "第三国市场，已成中美AI公司的兵家必争之地。"
      ],
      "anchor": {
        "sectionId": "section-20260911-2",
        "lineAnchor": "line-20260911-2-21",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:52:07.063Z",
      "updatedAt": "2026-09-15T02:52:07.063Z",
      "mine": false
    },
    {
      "id": "5ea79d13-5990-44e1-9637-8f403bb4740c",
      "dateKey": "20260911",
      "articleKey": "20260911",
      "type": "highlight",
      "quote": "Kimi在K3爆火后，正和微软、亚马逊、谷歌谈云平台托管和收入分成，希望让三家直接托管和销售Kimi K3。",
      "fragments": [
        "Kimi在K3爆火后，正和微软、亚马逊、谷歌谈云平台托管和收入分成，希望让三家直接托管和销售Kimi K3。"
      ],
      "anchor": {
        "sectionId": "section-20260911-2",
        "lineAnchor": "line-20260911-2-25",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:52:24.941Z",
      "updatedAt": "2026-09-15T02:52:24.941Z",
      "mine": false
    },
    {
      "id": "70776b90-24d7-4dde-8a8f-9e4a36cb0b35",
      "dateKey": "20260909",
      "articleKey": "20260909",
      "type": "highlight",
      "quote": "技能、技巧可以培养，但思想品德、领导力、创新性等70%以上的要素是天生的。",
      "fragments": [
        "技能、技巧可以培养，但思想品德、领导力、创新性等70%以上的要素是天生的。"
      ],
      "anchor": {
        "sectionId": "section-20260909-1",
        "lineAnchor": "line-20260909-1-14",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_8df8585f75",
      "authorAlias": "匿名读者 5F75",
      "version": 1,
      "createdAt": "2026-09-15T02:43:28.008Z",
      "updatedAt": "2026-09-15T02:43:28.008Z",
      "mine": false
    },
    {
      "id": "eff414e7-546f-4d7d-9b56-bfd2a4d82e90",
      "dateKey": "20260908",
      "articleKey": "20260908",
      "type": "highlight",
      "quote": "半年后话题已变：“效率和效益怎么真正挖出来”",
      "fragments": [
        "半年后话题已变：“效率和效益怎么真正挖出来”"
      ],
      "anchor": {
        "sectionId": "section-20260908-1",
        "lineAnchor": "line-20260908-1-4",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_bf66b0b64b",
      "authorAlias": "匿名读者 B64B",
      "version": 1,
      "createdAt": "2026-09-08T11:11:14.371Z",
      "updatedAt": "2026-09-08T11:11:14.371Z",
      "mine": false
    },
    {
      "id": "c6b1dedc-6193-43ba-b3a6-f6b7d2b78bb4",
      "dateKey": "20260907",
      "articleKey": "20260907",
      "type": "highlight",
      "quote": "当智能可以外购，人只剩下创造力",
      "fragments": [
        "当智能可以外购，人只剩下创造力"
      ],
      "anchor": {
        "sectionId": "section-20260907-1",
        "lineAnchor": "line-20260907-1-54",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_bf66b0b64b",
      "authorAlias": "匿名读者 B64B",
      "version": 1,
      "createdAt": "2026-09-07T02:25:21.625Z",
      "updatedAt": "2026-09-07T02:25:21.625Z",
      "mine": false
    },
    {
      "id": "f59e2b8b-10c2-4ea1-9dc0-d3203bb0a6e6",
      "dateKey": "20260907",
      "articleKey": "20260907",
      "type": "highlight",
      "quote": "什么叫元创造力？就是你在脑海和心种，“看见”了某个原本“不存在于现实世界”的东西，然后用自己极强的文字功底，把它描述了出来。",
      "fragments": [
        "什么叫元创造力？就是你在脑海和心种，“看见”了某个原本“不存在于现实世界”的东西，然后用自己极强的文字功底，把它描述了出来。"
      ],
      "anchor": {
        "sectionId": "section-20260907-1",
        "lineAnchor": "line-20260907-1-63",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_bf66b0b64b",
      "authorAlias": "匿名读者 B64B",
      "version": 1,
      "createdAt": "2026-09-07T02:26:06.439Z",
      "updatedAt": "2026-09-07T02:26:06.439Z",
      "mine": false
    },
    {
      "id": "ff347c96-c0fc-43b4-9fc4-b931deed71df",
      "dateKey": "20260905",
      "articleKey": "20260905",
      "type": "highlight",
      "quote": "Manus如何评测研究报告质量：用「信息量」和「隐喻率」两个指标",
      "fragments": [
        "Manus如何评测研究报告质量：用「信息量」和「隐喻率」两个指标"
      ],
      "anchor": {
        "sectionId": "section-20260905-1",
        "lineAnchor": "line-20260905-1-35",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_bf66b0b64b",
      "authorAlias": "匿名读者 B64B",
      "version": 1,
      "createdAt": "2026-09-05T05:05:44.794Z",
      "updatedAt": "2026-09-05T05:05:44.794Z",
      "mine": false
    },
    {
      "id": "530d2f28-f165-45ad-9a29-c8d292c2338f",
      "dateKey": "20260903",
      "articleKey": "20260903",
      "type": "highlight",
      "quote": "前者是IT建设项目，后者是管理变革项目——从\"以人为主\"的业务流程，转变为\"AI为主、人类把关\"的业务流程。 人只在需要决策、资源协调和异常判断时介入。",
      "fragments": [
        "前者是IT建设项目，后者是管理变革项目——从\"以人为主\"的业务流程，转变为\"AI为主、人类把关\"的业务流程。",
        "人只在需要决策、资源协调和异常判断时介入。"
      ],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_e5a0893cb4",
      "authorAlias": "匿名读者 3CB4",
      "version": 1,
      "createdAt": "2026-09-03T03:19:23.822Z",
      "updatedAt": "2026-09-03T03:19:23.822Z",
      "mine": false
    },
    {
      "id": "4cee7bf3-5367-42c3-a55c-81e26955c52d",
      "dateKey": "20260902",
      "articleKey": "20260902",
      "type": "highlight",
      "quote": "判断需求先过三问：痛点够不够硬、自己是不是用户、AI够不够到。",
      "fragments": [
        "判断需求先过三问：痛点够不够硬、自己是不是用户、AI够不够到。"
      ],
      "anchor": {
        "sectionId": "section-20260902-1",
        "lineAnchor": "line-20260902-1-2",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_e5a0893cb4",
      "authorAlias": "匿名读者 3CB4",
      "version": 1,
      "createdAt": "2026-09-03T12:26:50.537Z",
      "updatedAt": "2026-09-03T12:26:50.537Z",
      "mine": false
    },
    {
      "id": "993cac04-52ee-474b-af8f-47c042a55801",
      "dateKey": "20260901",
      "articleKey": "20260901",
      "type": "highlight",
      "quote": "评估 Harness 看三个结果——任务收敛多快、错误能否被限制在局部、每交付一个成功结果需多少成本",
      "fragments": [
        "评估 Harness 看三个结果——任务收敛多快、错误能否被限制在局部、每交付一个成功结果需多少成本"
      ],
      "anchor": {
        "sectionId": "section-20260901-1",
        "lineAnchor": "line-20260901-1-17",
        "prefix": "",
        "suffix": ""
      },
      "color": "red",
      "note": "",
      "tags": [],
      "authorId": "v_3b04d5dae3",
      "authorAlias": "匿名读者 DAE3",
      "version": 2,
      "createdAt": "2026-09-01T05:15:41.286Z",
      "updatedAt": "2026-09-01T05:24:49.602Z",
      "mine": false
    },
    {
      "id": "1ebc8d24-7db1-4f49-bacd-d7d05a886d7d",
      "dateKey": "20260831",
      "articleKey": "20260831",
      "type": "highlight",
      "quote": "创始人的主观判断，应转化为可重复的评分标准、评估集和测试流程。",
      "fragments": [
        "创始人的主观判断，应转化为可重复的评分标准、评估集和测试流程。"
      ],
      "anchor": {
        "sectionId": "section-20260831-1",
        "lineAnchor": "line-20260831-1-16",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_7a8c43b798",
      "authorAlias": "匿名读者 B798",
      "version": 1,
      "createdAt": "2026-08-31T03:26:03.978Z",
      "updatedAt": "2026-08-31T03:26:03.978Z",
      "mine": false
    },
    {
      "id": "edd31772-34db-4d41-8b4a-f99b15e307bd",
      "dateKey": "20260831",
      "articleKey": "20260831",
      "type": "highlight",
      "quote": "先拆工作 → 再分人机 → 重设岗位 → 重设流程 → 调组织",
      "fragments": [
        "先拆工作 → 再分人机 → 重设岗位 → 重设流程 → 调组织"
      ],
      "anchor": {
        "sectionId": "section-20260831-1",
        "lineAnchor": "line-20260831-1-29",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_7a8c43b798",
      "authorAlias": "匿名读者 B798",
      "version": 1,
      "createdAt": "2026-08-31T03:29:37.480Z",
      "updatedAt": "2026-08-31T03:29:37.480Z",
      "mine": false
    },
    {
      "id": "cc69d139-a4f6-42db-b2a7-c737240c6929",
      "dateKey": "20260830",
      "articleKey": "20260830",
      "type": "highlight",
      "quote": "Harness四要素：工具链（行业专用API/数据库/执行器）、记忆系统（用户/项目/行业上下文）、规则引擎（合规要求/最佳实践）、行业know-how（只有干了十年才知道的术语、流程、潜规则）。",
      "fragments": [
        "Harness四要素：工具链（行业专用API/数据库/执行器）、记忆系统（用户/项目/行业上下文）、规则引擎（合规要求/最佳实践）、行业know-how（只有干了十年才知道的术语、流程、潜规则）。"
      ],
      "anchor": {
        "sectionId": "section-20260830-1",
        "lineAnchor": "line-20260830-1-17",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_7a8c43b798",
      "authorAlias": "匿名读者 B798",
      "version": 1,
      "createdAt": "2026-08-31T06:18:15.941Z",
      "updatedAt": "2026-08-31T06:18:15.941Z",
      "mine": false
    },
    {
      "id": "81a76d3f-ac2f-4d6b-9623-8668966c3456",
      "dateKey": "20260830",
      "articleKey": "20260830",
      "type": "highlight",
      "quote": "2026不是模型元年，是Harness元年",
      "fragments": [
        "2026不是模型元年，是Harness元年"
      ],
      "anchor": {
        "sectionId": "section-20260830-1",
        "lineAnchor": "line-20260830-1-10",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_3b04d5dae3",
      "authorAlias": "匿名读者 DAE3",
      "version": 1,
      "createdAt": "2026-09-01T03:10:45.432Z",
      "updatedAt": "2026-09-01T03:10:45.432Z",
      "mine": false
    },
    {
      "id": "96f97185-fd75-47ad-9312-8948dcbbc89f",
      "dateKey": "20260827",
      "articleKey": "20260827",
      "type": "highlight",
      "quote": "规划、设计、构建、测试、部署、运维",
      "fragments": [
        "规划、设计、构建、测试、部署、运维"
      ],
      "anchor": {
        "sectionId": "section-20260827-5",
        "lineAnchor": "line-20260827-5-2",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_a0318cb00d",
      "authorAlias": "匿名读者 B00D",
      "version": 1,
      "createdAt": "2026-08-27T03:26:43.920Z",
      "updatedAt": "2026-08-27T03:26:43.920Z",
      "mine": false
    },
    {
      "id": "aec6c3fc-3c63-4560-9ad7-62945c898ada",
      "dateKey": "20260822",
      "articleKey": "20260822",
      "type": "highlight",
      "quote": "是工具、流程、数据和效率，最后考验的，依然是公司怎么对待人",
      "fragments": [
        "是工具、流程、数据和效率，最后考验的，依然是公司怎么对待人"
      ],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_a0318cb00d",
      "authorAlias": "匿名读者 B00D",
      "version": 1,
      "createdAt": "2026-08-25T07:20:15.711Z",
      "updatedAt": "2026-08-25T07:20:15.711Z",
      "mine": false
    },
    {
      "id": "babf0751-39b8-48ab-ad12-cead1fbf9abb",
      "dateKey": "20260822",
      "articleKey": "20260822",
      "type": "document-note",
      "quote": "",
      "fragments": [],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "AI时代的皇冠不是大模型，是容纳人+agent的新秩序结构",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T09:05:18.335Z",
      "updatedAt": "2026-08-26T09:05:18.335Z",
      "mine": false
    },
    {
      "id": "f08a3a2e-7294-4e0d-b60d-2a4073568230",
      "dateKey": "20260821",
      "articleKey": "20260821",
      "type": "document-note",
      "quote": "",
      "fragments": [],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "Palantir 的 FDE 方法论",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T09:06:22.628Z",
      "updatedAt": "2026-08-26T09:06:22.628Z",
      "mine": false
    },
    {
      "id": "5afa8332-c362-40f8-b133-498c3a11eb15",
      "dateKey": "20260821",
      "articleKey": "20260821",
      "type": "highlight",
      "quote": "用户反复做同一件事（重复即模式，模式即机会）、在工具间复制粘贴、频繁切换工具或标签页、无奈地说“我不得不这么干”、做到一半拿出手机",
      "fragments": [
        "用户反复做同一件事（重复即模式，模式即机会）、在工具间复制粘贴、频繁切换工具或标签页、无奈地说“我不得不这么干”、做到一半拿出手机"
      ],
      "anchor": {
        "sectionId": "section-20260821-3",
        "lineAnchor": "line-20260821-3-13",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T09:07:56.922Z",
      "updatedAt": "2026-08-26T09:07:56.922Z",
      "mine": false
    },
    {
      "id": "3b48ba14-76d9-4c1c-b026-40013a328771",
      "dateKey": "20260816",
      "articleKey": "20260816",
      "type": "highlight",
      "quote": "先建benchmark（评估基准），是一切的起点， 很多公司容易跳过的“关键步骤”",
      "fragments": [
        "先建benchmark（评估基准），是一切的起点， 很多公司容易跳过的“关键步骤”"
      ],
      "anchor": {
        "sectionId": "section-20260816-3",
        "lineAnchor": "line-20260816-3-5",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T12:35:26.013Z",
      "updatedAt": "2026-08-26T12:35:26.013Z",
      "mine": false
    },
    {
      "id": "e90efd16-d671-4c25-ba71-94de3fbbfe9c",
      "dateKey": "20260816",
      "articleKey": "20260816",
      "type": "highlight",
      "quote": "新模型来了，怎么决定是否放进生产？ • 进入生产前，先用LegalAgentBench快速自动化评估，看它在法律任务上的“基础水平”。 • 然后做人工测试，让这模型和“现有模型”做side-by-side对比；再针对每个产品页，检查critical user journey（关键用户路径），因为一个模型，可能在通用任务上很强，但在某特定产品场景里，表现很差。 • 进入生产后，有持续监控机制，包括 A/B 测试、参与度跟踪、uptime（正常运行时间）、token 使用效率、product feedback。",
      "fragments": [
        "新模型来了，怎么决定是否放进生产？",
        "• 进入生产前，先用LegalAgentBench快速自动化评估，看它在法律任务上的“基础水平”。",
        "• 然后做人工测试，让这模型和“现有模型”做side-by-side对比；再针对每个产品页，检查critical user journey（关键用户路径），因为一个模型，可能在通用任务上很强，但在某特定产品场景里，表现很差。",
        "• 进入生产后，有持续监控机制，包括 A/B 测试、参与度跟踪、uptime（正常运行时间）、token 使用效率、product feedback。"
      ],
      "anchor": {
        "sectionId": "",
        "lineAnchor": "",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T12:41:23.935Z",
      "updatedAt": "2026-08-26T12:41:23.935Z",
      "mine": false
    },
    {
      "id": "13b76531-9665-4666-a670-2ebac8c2c1ea",
      "dateKey": "20260816",
      "articleKey": "20260816",
      "type": "highlight",
      "quote": "用户说\"慢\"至少包含三个指标： 首Token延迟 （发出任务后多久看到第一个字）、 解码速度 （每秒吐出多少Token）、 排队时间 （并发请求量直接影响）。",
      "fragments": [
        "用户说\"慢\"至少包含三个指标： 首Token延迟 （发出任务后多久看到第一个字）、 解码速度 （每秒吐出多少Token）、 排队时间 （并发请求量直接影响）。"
      ],
      "anchor": {
        "sectionId": "section-20260816-5",
        "lineAnchor": "line-20260816-5-5",
        "prefix": "",
        "suffix": ""
      },
      "color": "yellow",
      "note": "",
      "tags": [],
      "authorId": "v_c12127c285",
      "authorAlias": "匿名读者 C285",
      "version": 1,
      "createdAt": "2026-08-26T12:44:57.260Z",
      "updatedAt": "2026-08-26T12:44:57.260Z",
      "mine": false
    }
  ]
}