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2026-10-05 11 builders · 18 tweets · 1 podcasts · 0 blogs

🔥 热点话题

Sequence Holdings 联手戴尔家族办公室完成 77 亿美元 AI 时代最大私有化Sequence Holdings and Dell Family Office Complete $7.7B Largest AI Take-Private

The Takeaway:AI 时代真正的 alpha 不在从零创业,而在收购对的 incumbent,用前沿工程和长期所有权彻底重塑它。

Sequence Holdings 联合创始人兼 CEO Michael Lee(前 Lone Pine 与 Apollo 投资人)创办的永久控股公司,专做一件事:与优秀管理团队合作,收购并“重塑”那些拥有品牌、规模、网络效应或监管护城河的成熟企业,把它们打造成 AI 时代的市场领导者。他们刚刚与戴尔家族办公室一起完成了保险经纪公司 Baldwin 的 77 亿美元私有化,这是迄今为止最大的 AI 驱动 take-private。

Lee 的核心判断是:AI 对经济的影响是不均匀的。餐厅、高尔夫球场几乎不受影响;编码服务会被 Cognition 或 Anthropic 直接取代;但保险经纪、社区银行这类行业,incumbent 拥有压倒性优势。与其让创业公司硬刚,不如把这些优势继承下来,再注入世界级工程能力。

Sequence 的平台 Atlas 把业务拆成数据 ontology、agent builder、编排引擎 Lattice 和应用层 artifacts。在社区银行 BankSouth,他们把消费贷核保时间砍掉 94%,平均放贷周期从 30 天压到 11 天,同一团队能处理翻倍的贷款量。Lee 说:“每个公司都有被庆祝的 persona。在你相信 alpha 来自工程和 AI 的世界里,你必须把被庆祝的 persona 变成工程师。”

他们一年只做一笔交易,不追求部署节奏,而是追求长期 compounding。对传统 PE 来说,这几乎是另一种物种。
The Takeaway: In the AI era the real alpha is not founding startups from scratch in every industry, but acquiring the right incumbents and refounding them with frontier engineering under permanent ownership.

Sequence Holdings Co-Founder and CEO Michael Lee (former Lone Pine and Apollo investor) built a permanent holding company for one purpose: partner with exceptional management teams, buy scaled businesses that already own brand, network effects or regulatory moats, and re-architect them into market leaders with AI. They just closed the $7.7 billion take-private of insurance broker Baldwin with the Dell family office—the largest AI-driven take-private to date.

Lee’s core thesis is that AI’s impact on the economy is highly uneven. Restaurants and golf courses stay largely untouched; coding services will be eaten by Cognition or Anthropic; but industries like insurance brokerage and community banking give incumbents decisive advantages. Rather than fight those advantages, Sequence inherits them and injects world-class engineering.

Their platform Atlas decomposes any business into a data ontology, agent builder, orchestration engine (Lattice) and application layer (artifacts). At community bank BankSouth they cut consumer underwriting time by 94% and average loan cycle from 30 days to 11 days, letting the same team handle double the volume. Lee’s sharpest line: “Every company on the planet has a celebrated persona. In a world where you believe that alpha comes from engineering and AI, you need to create a culture whereby the celebrated persona is the engineer.”

They aim for one deal per year. No deployment pressure, only long-term compounding. For traditional PE this is almost a different species.
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OpenAI Codex 团队承诺 28 天每日改进或全面重置OpenAI Codex Team Pledges Daily Improvements or Full Reset for 28 Days

OpenAI Codex & ChatGPT 团队成员 Thibault Sottiaux 宣布:接下来 28 天,每天要么上线一个对大多数 Codex/Work 用户有明确价值的改进,要么直接做一次全面重置。改进正式开始。

OpenAI Codex & ChatGPT team member Thibault Sottiaux announced that over the next 28 days the team will either ship one clear improvement relevant to most Codex/Work users each day or perform a full reset. The improvement cycle has begun.
OpenAI Codex & ChatGPT team member Thibault Sottiaux announced that over the next 28 days the team will either ship one clear improvement relevant to most Codex/Work users each day or perform a full reset. The improvement cycle has begun.
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Peter Yang:ChatGPT 已经太乱,Work 独立品牌可能是错误Peter Yang: ChatGPT Has Become a Mess, Work Brand May Have Been a Mistake

Practical AI 教程作者 Peter Yang 表示很高兴看到 OpenAI 开始简化 ChatGPT,因为它已经变得太乱。他建议优先简化:Work vs Codex、Spaces vs Pages vs Sites、以及模型和 effort 选择器。他的热观点是:整个 Work 独立发布本身就是个错误,就像 Claude 后来把 Cowork 折回 Chat 一样,Work 不需要自己的品牌。

Practical AI tutorial creator Peter Yang is glad OpenAI is simplifying ChatGPT because it has become a mess. He would start with Work vs Codex, Spaces vs Pages vs Sites, and the model/effort picker. His hot take: the entire Work launch was a mistake—just as Claude folded Cowork back into Chat, Work does not need its own brand.
Practical AI tutorial creator Peter Yang is glad OpenAI is simplifying ChatGPT because it has become a mess. He would start with Work vs Codex, Spaces vs Pages vs Sites, and the model/effort picker. His hot take: the entire Work launch was a mistake—just as Claude folded Cowork back into Chat, Work does not need its own brand.
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💰 创业成功案例

Aaron Levie:AI 正在创造的新工作比想象的多Aaron Levie: AI Is Creating More New Jobs Than People Picture

Box CEO Aaron Levie 指出,AI 落地需要大量技术工作与周边服务,正在催生 AI 工程师、FDE(前线部署工程师)、新的 AI 服务公司等岗位。企业里原有的数据、研究和软件岗位也在向 AI 工作转型。银行、生命科学、制造甚至律所都在增加或重新定位技术人才来部署 agent。人们更容易想象 AI 会取代什么,却低估它正在创造什么。

Box CEO Aaron Levie notes that deploying AI requires significant technical work and surrounding services, creating roles for AI engineers building applied products, FDEs deploying agents, and new AI services firms. Existing data, research and software jobs inside large enterprises are also being repositioned. Banks, life-sciences companies, manufacturers and even law firms are adding or shifting technical talent for agent deployment. It is easier to picture what AI replaces than what it creates—until it starts happening.
Box CEO Aaron Levie notes that deploying AI requires significant technical work and surrounding services, creating roles for AI engineers building applied products, FDEs deploying agents, and new AI services firms. Existing data, research and software jobs inside large enterprises are also being repositioned. Banks, life-sciences companies, manufacturers and even law firms are adding or shifting technical talent for agent deployment. It is easier to picture what AI replaces than what it creates—until it starts happening.
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🛠️ 开发者工具与技巧

Guillermo Rauch:Rust 迁移的 ROI 已改变,因为代码不再主要由人类写Guillermo Rauch: Rust Migration ROI Has Changed Because Code Is No Longer Written Mainly by Humans

Vercel CEO Guillermo Rauch 认同 DHH 对 Rust 的看法。Vercel 已把 Turborepo 从 Go 迁到 Rust,但当时内部对 ROI 争议很大:Rust 在底层 OS 访问上更好,但人力迁移成本极高,而 Go 本身已经很快且易迭代。现在的计算变了——“对人类最好”不再必然“对业务最好”。他同时认为 Rust 也不是终点,因为 Rust 本身是在 agent 浪潮之前设计的。

另外他提醒:README 应该人工写给人类看,内部文档可以用 AI English 写给 agent 看。

Vercel CEO Guillermo Rauch agrees with DHH on Rust. Vercel ported Turborepo from Go to Rust; the ROI was controversial because human migration cost was high while Go was already fast and pleasant. The calculus has changed: what is best for humans is no longer necessarily best for business. He also doubts Rust is the final toolchain, since it was designed before the agent tsunami. Separately he notes that READMEs should be written by hand for humans while internal docs can be AI English for agents.
Vercel CEO Guillermo Rauch agrees with DHH on Rust. Vercel ported Turborepo from Go to Rust; the ROI was controversial because human migration cost was high while Go was already fast and pleasant. The calculus has changed: what is best for humans is no longer necessarily best for business. He also doubts Rust is the final toolchain, since it was designed before the agent tsunami. Separately he notes that READMEs should be written by hand for humans while internal docs can be AI English for agents.
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Peter Yang 采访 Granola 联合创始人:接受用户通过 MCP 跳过 UIPeter Yang Interviews Granola Co-Founder: Making Peace with Users Skipping the UI via MCP

Peter Yang 转述 Granola 联合创始人 Sam 的话:作为 UI 设计师,看到用户跳过界面直接用 MCP 完成工作,确实会有点心酸。他们曾坚持把所有人留在 Granola UI 里,但一旦成为足够大的企业客户,内部工具链必然存在,不兼容就等于出局。现在他们已经接受:对很多工作流来说,最好的用法是先用 Granola 捕获上下文,再通过内部 agent 使用。

Sam 还强调:东西越容易做出来,就越要抠细节。很多人做出 v1 就扔出去,真正该问的是“用户是否每天都能从中获得价值”。

Peter Yang quotes Granola co-founder Sam: there is a pang of sadness as a UI designer when users skip the product and just use the MCP. They fought to keep everyone inside the Granola UI, but once you reach enterprise scale, internal tooling is inevitable and non-integration is a non-starter. They are now at peace that for many workflows the best path is capture context in Granola then use it through the internal agent. Sam also notes that the easier it gets to build, the more it matters to sweat the details and ensure the product delivers daily value, not just a shipped v1.
Peter Yang quotes Granola co-founder Sam: there is a pang of sadness as a UI designer when users skip the product and just use the MCP. They fought to keep everyone inside the Granola UI, but once you reach enterprise scale, internal tooling is inevitable and non-integration is a non-starter. They are now at peace that for many workflows the best path is capture context in Granola then use it through the internal agent. Sam also notes that the easier it gets to build, the more it matters to sweat the details and ensure the product delivers daily value, not just a shipped v1.
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Zara Zhang:Opus 5.5 默默工作 20 多分钟后交出完整杰作Zara Zhang: Opus 5.5 Silently Works for 20+ Minutes Then Delivers a Complete Masterpiece

Builder Zara Zhang 分享了 Anthropic Opus 5.5 的使用体验:它会默默跑 20 多分钟,然后回来交出一个完整的杰作。她还观察到 X 个人资料正在取代传统简历。

Builder Zara Zhang highlights how Anthropic Opus 5.5 will silently work for 20+ minutes and return with a complete masterpiece. She also notes that X profiles are replacing traditional resumes.
Builder Zara Zhang highlights how Anthropic Opus 5.5 will silently work for 20+ minutes and return with a complete masterpiece. She also notes that X profiles are replacing traditional resumes.
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Dan Shipper:dot 已成为主要 AI 交互界面,但个性 quirks 终将被更强功能取代Dan Shipper: Dot Has Become Primary AI Interface, but Personality Quirks Will Be Replaced by Stronger Function

Every CEO Dan Shipper 说过去几周 dot 已经变成他主要的 AI 交互方式(他的 dot 叫 boo)。他预测一年后自己仍会以“始终在线的持久 agent”方式与 ChatGPT 交互,但 boo 这个具体角色会消失。这很像早期 OpenClaw 的日子:大家喜欢那些小性格 quirks,一旦有更强大的功能可用就立刻丢掉。

Every CEO Dan Shipper says dot has become his primary AI interface over the last few weeks (his is named boo). He bets that in a year he will still interact with ChatGPT as an always-on persistent agent, but the specific personality of boo will have disappeared—just as people loved the quirks of early OpenClaw agents and dropped them the moment something functionally stronger appeared.
Every CEO Dan Shipper says dot has become his primary AI interface over the last few weeks (his is named boo). He bets that in a year he will still interact with ChatGPT as an always-on persistent agent, but the specific personality of boo will have disappeared—just as people loved the quirks of early OpenClaw agents and dropped them the moment something functionally stronger appeared.
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🌍 其他动态

Garry Tan:当所有人都在构建相同的原语,最终会收敛到正确的 OSGarry Tan: When Everyone Builds the Same Primitives We Will Converge on the Correct OS

Y Combinator 总裁兼 CEO Garry Tan 评论:当所有人都在构建相同的原语时,说明这些需求只会越来越强,最终我们会收敛到正确的操作系统。

Y Combinator President & CEO Garry Tan observes that when everyone is building the same primitives it signals needs that will only intensify, and we will eventually converge on the correct OS.
Y Combinator President & CEO Garry Tan observes that when everyone is building the same primitives it signals needs that will only intensify, and we will eventually converge on the correct OS.
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Matt Turck:模型是“长出来的”而不是“建出来的”,可解释性仍是关键缺口Matt Turck: Models Are Grown, Not Built—Interpretability Remains the Critical Gap

FirstMark VC Matt Turck 指出,AI 圈子外最被低估的一点是“模型是长出来的,不是建出来的”,我们其实并不真正理解它们如何工作。因此对更好的可解释性有迫切需求。

FirstMark VC Matt Turck highlights that one of the most poorly understood aspects of AI outside the field is that “models are grown, not built” and we do not really know how they work—hence the urgent need for better interpretability.
FirstMark VC Matt Turck highlights that one of the most poorly understood aspects of AI outside the field is that “models are grown, not built” and we do not really know how they work—hence the urgent need for better interpretability.
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Nikunj Kothari:投资人应坚持去创始人办公室见面,而不是只靠 ZoomNikunj Kothari: Investors Should Insist on Meeting Founders at Their Office, Not Just on Zoom

FPV Ventures 合伙人 Nikunj Kothari 表示自己无法相信有人只靠 Zoom 甚至只见 CEO 就做投资。去创始人自己的办公室有巨大 alpha:能看到办公室能量、同事如何协作、联合创始人如何互补、beta 产品真实状态等。即使时间紧,他仍坚持最终会议在对方办公室进行,很多创始人告诉他他是唯一提出这个要求的人。

FPV Ventures partner Nikunj Kothari cannot believe people make investments over Zoom or after meeting only the CEO. There is major alpha in visiting the founders’ own office: you see the energy, how teammates work together, how co-founders complement each other, and what the real beta looks like. Even under time pressure he still asks for final meetings at their office; founders often say he is the only one who ever requested it.
FPV Ventures partner Nikunj Kothari cannot believe people make investments over Zoom or after meeting only the CEO. There is major alpha in visiting the founders’ own office: you see the energy, how teammates work together, how co-founders complement each other, and what the real beta looks like. Even under time pressure he still asks for final meetings at their office; founders often say he is the only one who ever requested it.
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Aaron Levie:消费级 AI 的商业模式更可能靠补贴 + 电商/广告/硬件变现Aaron Levie: Consumer AI Business Models Will Likely Be Subsidized via Commerce, Ads or Devices

Box CEO Aaron Levie 评论某项消费 AI 指标时指出:这个数字可能更多反映消费级 AI 的商业模式,而非 AI 本身的状态。消费 AI 几乎必然会被补贴,并通过电商、广告或设备与其他服务来变现,该指标最终可能稳定在比预期更低的水平。

Box CEO Aaron Levie notes that a widely discussed consumer-AI metric may tell us more about the business model of consumer AI than the state of AI itself. Consumer AI will almost inevitably be subsidized and monetized via commerce, ads, or device and service purchases, so the metric may level off lower than many expect.
Box CEO Aaron Levie notes that a widely discussed consumer-AI metric may tell us more about the business model of consumer AI than the state of AI itself. Consumer AI will almost inevitably be subsidized and monetized via commerce, ads, or device and service purchases, so the metric may level off lower than many expect.
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Ryo Lu:Cursor 风格桌面 + 侧边栏的完整全屏体验Ryo Lu: Full-Bleed Desktop + Side Dock Experience

前 Cursor / Notion / Stripe 设计师 Ryo Lu 展示了进一步打磨后的界面:全屏桌面 + 侧边栏,把电脑装进了口袋。

Former Cursor, Notion and Stripe designer Ryo Lu shared a further refined interface: full-bleed desktop plus side dock—essentially a computer in your pocket.
Former Cursor, Notion and Stripe designer Ryo Lu shared a further refined interface: full-bleed desktop plus side dock—essentially a computer in your pocket.
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Peter Steinberger:持续修复与性能提升Peter Steinberger: Ongoing Bug Fixes and Performance Improvements

OpenClaw 相关建设者 Peter Steinberger 继续发布 bug 修复与性能改进。

OpenClaw-related builder Peter Steinberger continues shipping bug fixes and performance improvements.
OpenClaw-related builder Peter Steinberger continues shipping bug fixes and performance improvements.
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