{
 "about": "海外 VC / 投资人自己写的 AI 办公 / 企业 agent 文章（赛道论点、市场地图、年度预测），每篇打开原文核对过标题、日期、作者。gist 是核心观点的中文转述，不是原文；seg 对应 layers.json 的 code，all = 赛道总论；vs = 我们对「agent 直接替人干完活」态度的归类。",
 "articles": [
  {
   "t": "The Agent Land Grab",
   "org": "Leonis Capital",
   "au": "Jay Zhao, Jenny Xiao 等",
   "date": "2026-10-26",
   "url": "https://leonisnewsletter.substack.com/p/the-agent-land-grab",
   "seg": [
    "h1",
    "g1"
   ],
   "co": [
    "Instinct",
    "Town",
    "Viktor",
    "Meta Muse",
    "OpenAI Dots",
    "Grok Bot",
    "Anthropic Claude Duet"
   ],
   "kind": "论点",
   "gist": "个人和团队 agent 在抢地盘：先补贴算力换习惯再变现，每轮融资都在赌 token 价格降得比用量涨得快；Town 融 $108M、Viktor 融 $75M，Instinct 是最大一笔。",
   "top": 0,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Business Model Risk: When AI Automates the Billing Unit",
   "org": "Omega Venture Partners",
   "au": "Gaurav Tewari",
   "date": "2026-10-04",
   "url": "https://www.omegavp.com/insight/business-model-ai-billing/",
   "seg": [
    "d2",
    "h1",
    "h4"
   ],
   "co": [
    "Fin（原 Intercom）",
    "Salesforce Agentforce"
   ],
   "kind": "论点",
   "gist": "产品越成功，按席位/小时/工单计费的收入反而缩；尽调要先问「什么让发票变大」。Intercom Fin 按每次解决 $0.99、Agentforce 按 Flex Credits 计量，都是新计量实验。",
   "top": 0,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "AI agents market map: 6 layers for startup investors",
   "org": "Hustle Fund",
   "au": "Brian Nichols",
   "date": "2026-09-19",
   "url": "https://www.hustlefund.vc/post/ai-agents-market-map",
   "seg": [
    "h4",
    "h1"
   ],
   "co": [
    "Amazon Bedrock Agents",
    "Google Gemini Enterprise（Agent Designer）",
    "Microsoft Copilot Studio",
    "Salesforce Agentforce",
    "Cloudflare Agents"
   ],
   "kind": "地图+尽调清单",
   "gist": "用五要素（目标、状态/记忆、工具、反馈环、行动权限）区分助手、agent 工作流和高自主 agent，并按层给出尽调假设。",
   "top": 0,
   "vs": "无关",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The Incumbents Are Coming",
   "org": "a16z",
   "au": "Seema Amble",
   "date": "2026-09-03",
   "url": "https://www.a16z.news/p/the-incumbents-are-coming",
   "seg": [
    "h1",
    "h2",
    "d2",
    "h4"
   ],
   "co": [
    "Salesforce Agentforce",
    "Claude Enterprise / Team（Anthropic）",
    "Docusign",
    "Atlassian Rovo",
    "Klaviyo",
    "Lio"
   ],
   "kind": "论点",
   "gist": "现有记录系统借 Claude 等通用 agent 做前门反而更值钱；但接口与记录系统在拆开，垂直 AI 初创仍可凭专注、数据资产和学习闭环在跨系统的具体工作上赢。",
   "top": 1,
   "vs": "谨慎",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The Emerging Enterprise Agentic AI Stack (Part 2)",
   "org": "Hitachi Ventures",
   "au": "Hitachi Ventures",
   "date": "2026-07-01",
   "url": "https://medium.com/@HitachiVentures/the-emerging-enterprise-agentic-ai-stack-bbce1d451d2d",
   "seg": [
    "h2",
    "h4"
   ],
   "co": [],
   "kind": "论点+地图",
   "gist": "模型会模块化，价值转向行动、上下文、agent 工程、数据和信任这几层。",
   "top": 0,
   "vs": "无关",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The Rebel Alliance: our view on the emerging agentic stack",
   "org": "Union Square Ventures",
   "au": "Nick Grossman",
   "date": "2026-06-25",
   "url": "https://www.usv.com/writing/the-rebel-alliance-2",
   "seg": [
    "h4",
    "h2"
   ],
   "co": [],
   "kind": "论点",
   "gist": "agent 像基础设施而不是应用，开放的多层生态（模型、编排、记忆、执行、身份、支付）结构上比一体化的单家公司更能扩展。",
   "top": 0,
   "vs": "无关",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "LLM-Enhanced Messaging: The Rise of Agentic Inboxes",
   "org": "Menlo Ventures",
   "au": "Shawn Carolan, Ryan Hand",
   "date": "2026-05-05",
   "url": "https://menlovc.com/perspective/llm-enhanced-messaging-the-rise-of-agentic-inboxes/",
   "seg": [
    "h6"
   ],
   "co": [],
   "kind": "论点+地图",
   "gist": "知识工作者近一半时间花在书面沟通，LLM 能分拣、路由、带上下文起草；产品按接入方式×自主度分类，没有哪种做法能通吃，信任与安全是门槛。（文中点名的产品未逐个核）",
   "top": 1,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Vertical vs. Horizontal AI Agents",
   "org": "Fifth Turn Capital",
   "au": "Fifth Turn Capital",
   "date": "2026-05-05",
   "url": "https://fifthturncap.com/insights/vertical-vs-horizontal-ai-agents",
   "seg": [
    "h1",
    "g1",
    "d2"
   ],
   "co": [
    "ChatGPT Enterprise / Business（OpenAI）",
    "Claude Cowork",
    "Gemini Agent / Gemini Spark"
   ],
   "kind": "论点",
   "gist": "横向 AI 就是模型厂自己的路线图，独立的横向公司被挤；垂直 agent 靠集成深度、专有工作流数据、对结果负责取胜，要找「杂乱流程+昂贵人力+结果可预测」的场景。",
   "top": 0,
   "vs": "谨慎",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The Pricing Power of Agents",
   "org": "Theory Ventures",
   "au": "Tomasz Tunguz",
   "date": "2026-03-19",
   "url": "https://www.linkedin.com/posts/tomasztunguz_the-pricing-power-of-agents-activity-7440859405551607808-2qQf",
   "seg": [
    "g1",
    "d1",
    "d4"
   ],
   "co": [],
   "kind": "数据观点",
   "gist": "在缺人且急着招的市场里，agent 已拿到人类同岗位薪资的 75%、85%甚至 100%，比他预期的 2027 年提前；agent 对比的是「边际雇佣」而不是软件。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "In Defense of Software. In Defense of Humans.",
   "org": "F-Prime Capital",
   "au": "F-Prime 合伙人（页面未显示署名）",
   "date": "2026-03-10",
   "url": "https://www.fprimecapital.com/blog/in-defense-of-software-in-defense-of-humans/",
   "seg": [
    "h1",
    "d7",
    "h4"
   ],
   "co": [
    "Fintool",
    "Doctrine"
   ],
   "kind": "论点",
   "gist": "新问题是垂直 AI 能否赢过「拿着通用 agent 的整个世界」；但企业里人人能自建 agent，CISO/CFO 不会放任无治理的 agent，所以仍会购买治理类软件。",
   "top": 0,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Services: The New Software",
   "org": "Sequoia Capital",
   "au": "Julien Bek",
   "date": "2026-03-05",
   "url": "https://sequoiacap.com/article/services-the-new-software",
   "seg": [
    "d7",
    "d5",
    "d3"
   ],
   "co": [
    "Harvey",
    "Rogo",
    "Crosby",
    "WithCoverage",
    "Harper",
    "QuickBooks"
   ],
   "kind": "论点",
   "gist": "卖工具的会被下一代模型压成功能，卖「活」（autopilot）的才吃到人力预算：企业每花 $1 软件就花 $6 服务；起点选已外包、偏智力不偏判断的任务（保险经纪 $140-200B、会计审计、法务）。",
   "top": 1,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "AI and the End of the Productivity Bundle",
   "org": "Sapphire Ventures",
   "au": "Cathy Gao, Kevin Burke, Marina Beveridge, Aditya Reddy",
   "date": "2026-02-03",
   "url": "https://sapphireventures.com/blog/ai-and-the-end-of-the-productivity-bundle/",
   "seg": [
    "h1",
    "h2",
    "h7",
    "h4"
   ],
   "co": [
    "Glean",
    "Gamma",
    "Lovable",
    "Wonderful",
    "Sola"
   ],
   "kind": "论点+地图",
   "gist": "邮件、文档、表格、PPT 的捆绑被 AI 拆开，护城河不是 agent 界面而是对具体企业的上下文积累；打包 agent 若不锁定数据或成为某项记录的系统，会被大厂抄走。",
   "top": 1,
   "vs": "谨慎",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Horizontal AI at a Turning Point: Strategic Paths for Emerging Companies",
   "org": "Favour Capital",
   "au": "Favour Capital（页面未显示署名）",
   "date": "2026-02",
   "url": "https://www.favour-capital.com/horizontal-ai-at-a-turning-point/",
   "seg": [
    "h1",
    "g1"
   ],
   "co": [],
   "kind": "论点",
   "gist": "大型 AI 公司正把独立公司的功能做进用户已在用的平台，「够用」但不深；新公司有两条出路，其一是占据细分场景做深。",
   "top": 0,
   "vs": "谨慎",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Big Ideas 2026: The Agentic Interface",
   "org": "a16z",
   "au": "Marc Andrusko（并含 Stephanie Zhang、Sarah Wang）",
   "date": "2025-12-22",
   "url": "https://a16z.simplecast.com/episodes/big-ideas-2026-the-agentic-interface-3tUCqeJv",
   "seg": [
    "h1",
    "g1",
    "d2"
   ],
   "co": [],
   "kind": "年度预测",
   "gist": "2026 年提示框不再是 AI 应用主界面，应用改为观察用户后主动给出待批方案；市场机会从每年 $300-400B 软件支出扩到美国 $13T 劳动力支出。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Five major trends reshaping AI, software, and leadership: Our investor predictions for 2026",
   "org": "Insight Partners",
   "au": "Ganesh Bell, George Mathew, John Wolff, Lonne Jaffe, Matt Gatto, Praveen Akkiraju, Rachel Geller 等",
   "date": "2025-12-15",
   "url": "https://www.insightpartners.com/ideas/2026-investor-predictions/",
   "seg": [
    "h1",
    "h4",
    "d1"
   ],
   "co": [],
   "kind": "年度预测",
   "gist": "2026 的独角兽会是不起眼但关键的工作流/合规/自动化软件。George Mathew 在另一场演讲里称「copilot 时代已死，下一代软件要自己行动」。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "2025: The State of Generative AI in the Enterprise",
   "org": "Menlo Ventures",
   "au": "Tim Tully, Joff Redfern, Deedy Das, Derek Xiao",
   "date": "2025-12-09",
   "url": "https://menlovc.com/perspective/2025-the-state-of-generative-ai-in-the-enterprise/",
   "seg": [
    "h1",
    "h2",
    "h5",
    "h6",
    "d1",
    "d2",
    "d3",
    "d4"
   ],
   "co": [
    "ChatGPT Enterprise / Business（OpenAI）",
    "Claude Enterprise / Team（Anthropic）",
    "Microsoft 365 Copilot（Copilot Chat）",
    "Salesforce Agentforce",
    "Writer（AI HQ）",
    "Glean",
    "Granola",
    "Fyxer AI",
    "Clay"
   ],
   "kind": "年度报告",
   "gist": "2025 企业生成式 AI 支出 $37B（3.2 倍），应用层 $19B；横向 AI $8.4B 里 Copilots 占 $7.2B、Agent 平台约 $0.75B；创业公司拿到应用层 63% 收入；76% 是买不是造。",
   "top": 1,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Agents at Work",
   "org": "Generational",
   "au": "Kenn So",
   "date": "2025-09-29",
   "url": "https://www.generational.pub/p/agents-at-work",
   "seg": [
    "g1",
    "d1",
    "d2",
    "d5"
   ],
   "co": [
    "Cursor",
    "Lovable",
    "ChatGPT Work / ChatGPT agent",
    "Claude Code"
   ],
   "kind": "数据分析",
   "gist": "用 830 个职业、19,000 个任务和工资池估 agent 市场规模：agent 做完活，市场就是被替代或加速的劳动；用 Anthropic Economic Index 的 100 万次对话看真实使用。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The AI-Native Office Suite – Can AI Do Work For You?",
   "org": "a16z",
   "au": "Daisy Zhao, Olivia Moore",
   "date": "2025-09-11",
   "url": "https://a16z.com/the-ai-native-office-suite-can-ai-do-work-for-you/",
   "seg": [
    "g1",
    "g2",
    "h6",
    "h7",
    "h5"
   ],
   "co": [
    "ChatGPT Work / ChatGPT agent",
    "Manus",
    "Genspark",
    "Perplexity Comet",
    "Dia（The Browser Company）",
    "Fyxer AI",
    "Gamma",
    "Granola",
    "Notion（Notion AI）",
    "Paradigm",
    "Julius",
    "Shortcut（Fundamental Research Labs）"
   ],
   "kind": "地图+实测",
   "gist": "办公类 AI 分成通用型（助手、AI 浏览器、插件）和专精型（邮件、PPT、笔记、表格）两路；实测中通用 agent 做得深但慢，Gamma 这类专精工具在 PPT 上设计更好。",
   "top": 1,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "Enterprise Search Is Entering a New Era",
   "org": "Activant Capital",
   "au": "Rebecca Rodseth, Marc Wu, Teddy Cohen",
   "date": "2025-09-02",
   "url": "https://activantcapital.com/research/enterprise-search-is-entering-a-new-era",
   "seg": [
    "h2"
   ],
   "co": [
    "Glean",
    "Genspark"
   ],
   "kind": "论点+地图",
   "gist": "一切工作若从企业搜索开始，它可能成为 AI 时代的企业操作系统；但横向搜索难拉开差距，Glean 已转向工作流/agent 平台，Genspark 放弃了早期搜索产品。",
   "top": 0,
   "vs": "有条件",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The Rise of Computer Use and Agentic Coworkers",
   "org": "a16z",
   "au": "Eric Zhou, Yoko Li, Seema Amble, Jennifer Li",
   "date": "2025-08-28",
   "url": "https://a16z.com/the-rise-of-computer-use-and-agentic-coworkers/",
   "seg": [
    "g2",
    "g1"
   ],
   "co": [
    "ChatGPT Work / ChatGPT agent",
    "Claude Cowork",
    "Gemini in Chrome（auto browse）/ Project Mariner",
    "Manus",
    "Context"
   ],
   "kind": "论点",
   "gist": "今天多数 agent 更像进阶 RPA（脚本化流程）；在浏览器和桌面上直接操作电脑的 agent 才可能做完端到端的数字工作流。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The State of AI 2025",
   "org": "Bessemer Venture Partners",
   "au": "BVP 团队（13 位贡献者）",
   "date": "2025-08-12",
   "url": "https://www.bvp.com/atlas/the-state-of-ai-2025",
   "seg": [
    "h1",
    "d7",
    "g2"
   ],
   "co": [
    "Perplexity Comet"
   ],
   "kind": "年度报告",
   "gist": "研究 20 家 AI 公司，分出 Supernova（第 2 年约 $125M ARR 但毛利约 25%）与 Shooting Star（毛利约 60%）；垂直 AI 早期有机会跑赢横向；记忆和上下文是新护城河。（页面正文被拦，数字取自二手转述）",
   "top": 0,
   "vs": "无关",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "The rise of the agentic workforce",
   "org": "Wing VC",
   "au": "Wing VC",
   "date": "2025-02",
   "url": "https://www.wing.vc/content/the-rise-of-the-agentic-workforce",
   "seg": [
    "d1",
    "d2",
    "d4",
    "d6"
   ],
   "co": [],
   "kind": "论点+地图",
   "gist": "agent 创业公司以 AI 队友/同事的形象在销售、HR、营销等每个职能冒出来，按角色接活。",
   "top": 0,
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "How Systems of Agents will collapse the enterprise stack",
   "org": "Foundation Capital",
   "au": "Jaya Gupta, Ashu Garg",
   "date": "2024-12-02",
   "url": "https://foundationcapital.com/ideas/how-systems-of-agents-will-collapse-the-enterprise-stack",
   "seg": [
    "h1",
    "h2",
    "d1"
   ],
   "co": [
    "Regie"
   ],
   "kind": "论点",
   "gist": "记录系统、互动系统、智能系统三层会被 System of Agents 合并成一个整体；Regie 的销售开发是案例。",
   "top": 0,
   "cav": "日期是搜索索引日期，原文页没显示",
   "vs": "看好",
   "r": 1,
   "region": "海外"
  },
  {
   "t": "A System of Agents brings service as software to life",
   "org": "Foundation Capital",
   "au": "Jaya Gupta, Ashu Garg",
   "date": "2024-10-30",
   "url": "https://foundationcapital.com/ideas/a-system-of-agents-brings-service-as-software-to-life",
   "seg": [
    "d1",
    "d3",
    "d4",
    "h4"
   ],
   "co": [
    "Regie"
   ],
   "kind": "论点",
   "gist": "Services-as-Software：agent 当数字员工去承接岗位工作，机会约 $4.6T。",
   "top": 0,
   "cav": "日期是搜索索引日期，原文页没显示",
   "vs": "看好",
   "r": 1,
   "region": "海外"
  }
 ]
}