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🤖 AI Builders 日报 — 3月27日

追踪 AI 领域真正在做事的人,而不是空谈者。

🐦 X / Twitter 深度解读

Dan Shipper (Co-Founder & CEO, Every)

Dan Shipper 今日密集宣布了 Every 的重磅产品 Plus One:一个内置于 Slack 的托管式 OpenClaw,无需自搭服务器,一键安装即可使用。Plus One 预装了 Every 自家的 agent-native 应用生态(Cora 邮件、Spiral 写作、Proof 文档编辑等),还支持接入 Google、Notion、GitHub 等工具。发布一小时内等待名单突破 1700 人,大企业高管直接私信求开后门,Dan 称"我们看到了难以置信的需求"。此外他分享了对 AI 经济结构的洞察:OpenClaw/Hermes/Claude 是云基础设施,Plus One 这类打包 agent 是应用层,开发者工具是 devtools——一层一层正在形成。

  • Plus One 发布:一键在 Slack 里拥有你的 AI 同事 Every 正式推出 Plus One,将 OpenClaw 的能力带入 Slack,支持一键安装、接入 Every 生态应用、自定义技能和工作流。发布一小时内等待名单突破 1700 人。Dan 称之为"让普通用户也能拥有 AI 同事"的民主化时刻。 📎 faviconx.com

  • "if you ain't got a Plus One in 2026, you're already in the minus" Dan 调侃式地宣告:没有 Plus One 的人在 2026 年已经开始落后。这句话既带有营销味道,也折射出 AI 工具正从"加分项"变为"必需品"的行业认知转变。 📎 faviconx.com

  • 我们把团队规模翻了一倍,一个人都没招 Dan 透露 Every 团队通过部署多个 AI agents,实现了"平行组织架构",完成了很多以往需要扩大团队才能完成的工作。他将 Plus One 定位为让所有人都能用上的解决方案。 📎 faviconx.com

  • Agent 经济的结构正在形成 Dan 提出框架:OpenClaw/Hermes/Claude 是云基础设施,Plus One 是应用层,工具是 devtools——这与 90 年代云计算崛起时的分层逻辑如出一辙,暗示 agent 生态即将迎来平台化。 📎 faviconx.com


Garry Tan (CEO, Y Combinator)

Garry Tan 今日输出密集,涵盖 AI 开发工具、创业生态、以及旧金山司法等多个议题。在 AI 工具层面,他的最重量级洞察来自对 Boris Cherny 单日 266 次 GitHub 提交的分析:个体开发者输出正从正态分布转向幂律分布——打字速度不再是瓶颈,思考速度才是。他预告 GStack 将推出 /autoplan 技能,自动选择最优默认配置,代码平台每次迭代都在变聪明。在创业生态方面,他坚持 YC Demo Day 并非"挑剩了",DoorDash 和 Coinbase 都是在 Demo Day 投资的案例。

  • Boris Cherny 单日 266 次提交——100x 工程师已经成为现实 Garry Tan 引用 Boris Cherny 的数据:大多数工程师每天提交 2-3 次代码,在 Meta 达到 8 次已属卓越,而 Boris 用自己 12 个月前写的工具单日完成 266 次提交——是他自己历史峰值的 33 倍。Garry 断言瓶颈已从"打字速度"转变为"思考速度",幂律分布正在形成。 📎 faviconx.com

  • YC Demo Day 不是"挑剩了",你错过的可能是下一个 DoorDash Garry 强调风险投资并不高效,从融资到最终结果的关联度几乎不存在。他提醒创业者:热度不等于优质资产。 📎 faviconx.com

  • GStack /autoplan:更少问题,更快行动 Garry 宣布 /autoplan 技能上线,相比 /plan-eng-review 的 20+ 问题,该技能只验证前提后直接执行智能默认配置。他透露正在将越来越聪明的默认配置写回 GStack,每次更新都让所有用户的工具变聪明一点。 📎 faviconx.com

  • 企业 AI 转型需要大量变革管理,这是创业者的机会 Garry 引 Jason Shuman 的话指出:硅谷以为 AI agents 是 $20/月的自助订阅服务,但 Main Street 企业愿意花 $1 万美元雇本地代理商来"开启"它。他提醒:Legacy 系统、缺失上下文、团队技术能力不足等因素导致企业 AI 落地比想象中慢得多,而这恰恰是建设"软件桥梁"的机会。 📎 faviconx.com

  • AI 处方精神类药物已在美国犹他州合法化 Garry 转发一则重磅消息:AI 已在犹他州获准开具精神科处方药。他评论"AI 医疗已成现实,将极大压缩医疗成本"。 📎 faviconx.com


Josh Woodward (VP of Product, Google)

Josh Woodward 代表 Google 宣布 Gemini 应用迎来重大更新:响应速度更快、智能化程度更高、情商提升、语言范围翻倍、安卓和 iOS 双端上线均由 Gemini 3.1 Flash 驱动。他还宣布了 Chat 导入功能,用户可以直接将其他聊天机器人的对话和个人信息迁移到 Gemini。

  • Gemini App 全面升级:更快、更聪明、更长上下文 Gemini 3.1 Flash 驱动的新版 Gemini App 在速度、智能化、情商和语言覆盖上全面提升,iOS 和 Android 双端同步上线。 📎 faviconx.com

  • 聊天记录一键导入 Gemini 用户现在可以在设置中将其他聊天机器人的对话和个人信息直接导入 Gemini,迁移体验"出乎意料地流畅"。 📎 faviconx.com


Andrej Karpathy (AI Researcher & Co-founder, Eureka)

Andrej Karpathy 今日分享了对 AI 开发未来的深刻思考。他引用自己之前用 vibe coding 构建 MenuGen 的经历,指出"真正困难的不是代码本身,而是整个 DevOps 生命周期——浏览各种服务、阅读文档、获取 API keys、调试、部署——必须全部变成代码"。他期待有一天只需对 agent 说"build menugen",agent 就能自动完成从开发到上线的全流程,而这需要从零开始重新设计整个流程。

  • "Build menugen"——这才是 AI 编程的真正未来 Karpathy 指出,当前的 vibe coding 本地演示很爽,但落地为真实应用时充满痛苦。真正的难题是把整个 DevOps 生命周期(API keys、部署、调试)变成代码,并且需要从零重新设计 agent-native 的交互方式。 📎 faviconx.com

Kevin Weil (CMO, SpaceX)

Kevin Weil 今日分享了对 SpaceX 和 AI 医疗两条主线的关注。他力挺 Gwynne Shotwell 上《时代》封面,认为她应该成为家喻户晓的名字,是当代最杰出的商业领袖之一。在 AI 医疗领域,他转发了一位创始人用 AI 设计基因组疫苗处方的案例,称"这才是 AI 加速个性化医疗的未来",并呼吁让这类技术不仅服务于宠物,还要服务于人类。

  • Gwynne Shotwell 应该家喻户晓 Kevin Weil 转发了《时代》杂志对 Gwynne Shotwell 的封面报道,称她是 SpaceX 登月计划背后的真正推手,也是当代最令人印象深刻商业领袖之一。 📎 faviconx.com

  • AI 医疗已有人做出成果,个性化医疗的未来正在展开 Kevin 转发了 Paul S. Conyngham 关于 AI 设计疫苗处方的案例,称"AI 加速个性化医疗的未来正在展开",并呼吁让这项技术不仅服务宠物。 📎 faviconx.com


Matt Turck (Partner, FirstMark Capital)

Matt Turck 今日关注两个方向:一是转发法国参议员对 Trump 的尖锐批评,二是分享与 Writer 联合创始人关于 agent 基础设施的对话。他预告在 Daytona IO Compute 大会上,Writer CTO 将阐述 agent 基础设施的未来:不是在沙盒里运行代码,而是让整个 agent(记忆、模型、所有组件)在完全隔离的环境中运行。

  • Agent 基础设施的未来:隔离环境中运行整个 agent Matt 在 Daytona IO Compute 大会上与 Writer CTO 对话,探讨 agent 基础设施的新范式——不是在沙盒中运行代码片段,而是运行完整的 agent,包括内存、模型和所有组件,都在完全隔离的环境中。 📎 faviconx.com

Nikunj Kothari (Founder, Ramp)

Nikunj Kothari 今日分享了几条有深度的观察。他反思了"建议"本身的局限性:随着职业成长,他意识到忠告的半衰期从未如此之短,因为每个人的旅程都是独特的,别人的经验帮助有限但也并非无用。他展示了用 Google Calendar MCP + Ramp CLI 在 12 分钟内完成 3 个月费用分类的案例,称"这才是 AI 落地的日常"。

  • 建议的半衰期从未如此之短 Nikunj 反思随着职业成长,他越来越意识到语言对人的影响有多深——忠告可能帮人走上一条他们本不想走的路。他质疑顾问和忠告的价值,因为每个人都在走自己的路,而经验的有效性正在快速衰减。 📎 faviconx.com

  • 12 分钟完成 3 个月的费用分类:MCP + CLI 就是这样 Nikunj 展示了真实的生产力案例:连接 Google Calendar MCP 和 Ramp CLI 后,3 个月的费用分类在 12 分钟内完成,去掉了所有 PII 信息。他感叹"这才是 AI 的力量"。 📎 faviconx.com


Peter Yang (AI Product Lead)

Peter Yang 今日关注 Anthropic 神秘新模型"Mythos"的传闻:据报道该模型在编码、学术推理和网络安全方面均有"戏剧性提升",尤其在网络安全能力上"远超所有其他模型"。他同时反馈了一个播客产品的 UX 问题:无法复制已预约节目的链接,且预约后会收到"节目已上线"的误导邮件。

  • Anthropic "Mythos" 曝光:网络安全能力远超所有其他模型 Peter 转发 Anthropic 正在向特定客户测试新模型"Mythos"的传闻,据称在编码、学术推理和网络安全方面都有"质的飞跃",特别是网络攻击防御能力远超现有所有模型。 📎 faviconx.com

Guillermo Rauch (CEO, Vercel)

Guillermo Rauch 今日宣布了两项重要更新:Next.js 16.2 引入稳定的 Adapter API,支持 Netlify、Cloudflare、OpenNext、AWS 和 Google Cloud;以及 Vercel Sandboxes 现在可以自动保存文件系统状态并在恢复时还原,解决了"没有持久化的计算机不是好计算机"的根本问题。他还开玩笑说"2026 年了,我们应该出一个 CLI"。

  • Vercel Sandboxes:Agent 的文件系统终于可以持久化了 Guillermo 指出 Agent 的表现取决于其调用工具、安装、编写、调试和部署软件的能力,但没有持久化的计算机就没有意义。Vercel Sandboxes 现在可以自动保存和恢复文件系统状态,让 agent 能从中断处继续,无需手动快照。 📎 faviconx.com

  • Next.js 16.2 稳定 Adapter API 来了 Next.js 16.2 引入了稳定的 Adapter API,已与 Netlify、Cloudflare、OpenNext、AWS 和 Google Cloud 共同构建,承诺在所有主流云平台上提供一致的良好体验。 📎 faviconx.com


Sam Altman (CEO, OpenAI)

Sam Altman 今日转发了 Paul S. Conyngham 关于 AI 在基因组疫苗处方设计中发挥作用的案例,并评论"这应该成为一家公司"。他引用了案例中原话:AI 赋予以个人之力承担研究机构的能量,与人类在每一步都协作,"这种组合才是真正的可能性"。他同时表示 Paul 是个 extraordinary 的人,这件事应该容易做但目前还没有。

  • AI 基因组医疗应该成为一家公司——Sam Altman 也认同 Sam 转发了 AI 在基因组疫苗设计中的真实案例,称"这应该成为一家公司"。他引用原文:AI 赋予以个人之力拥有研究机构的能力,与人类在每一步协作——这种组合才是真正的未来。 📎 faviconx.com

Peter Steinberger (Founder, Paddle / Open Source Developer)

Peter Steinberger 今日非常活跃,全面覆盖了 OpenClaw 生态、Claude Code vs Codex 的对比、以及 OpenClaw Tokyo 活动等重要议题。他宣布发布了 OpenClaw Codex App Server 插件,支持从 Telegram 和 Discord 控制 Codex——恢复线程、切换模型、批准命令、进入完全 yolo 模式,一个安装包、零配置。他还透露 OpenAI 已重置 Codex 所有计划的用量限制,庆祝插件发布。他对 Claude Code 和 Codex 的评价也颇为有趣:Claude Code 像"喝醉了的 Codex",更有创意但容易犯傻错误。

  • OpenClaw Codex App Server 插件:从 Telegram 和 Discord 控制 Codex Peter 发布了一个新插件,支持通过 Telegram 和 Discord 控制 Codex——恢复线程、切换模型、批准命令、计划、审查或完全 yolo 模式,全部从手机端操作,一个安装包、零配置。 📎 faviconx.com

  • OpenAI 重置 Codex 用量限制,庆祝插件发布 OpenAI 已为所有计划重置了 Codex 用量限制,让大家可以无限制地实验新发布的插件。Peter 宣布了这个好消息。 📎 faviconx.com

  • ClawCon Tokyo 将于 3 月 30 日举行 Peter 宣布 ClawCon 将在东京举办,他将与 Dave Morin 出席,目前场地已不够大,需要扩容。 📎 faviconx.com

  • Claude Code vs Codex:Claude Code 像喝醉了的 Codex Peter 评价 Claude Code 的表现:"更有趣、更友好、更有创意,但也容易犯低级错误,不太适合信任它来跑生产环境。" 📎 faviconx.com


swyx (Developer, GitHub)

swyx 今日分享了 GitHub Social Club 将在伦敦举办的消息(4 月 7 日),以及他对 OpenClaw + Pi 将颠覆软件行业的预判。他还将 OpenClaw + Pi 的组合比作 90 年代软件向互联网转变的又一次范式转移,认为这类工具正在重新定义软件本身的形态。

  • OpenClaw + Pi 将颠覆软件行业 swyx 预言 OpenClaw + Pi 的组合将像当年软件向互联网转移一样,掀起新一轮软件范式转变,暗示个人 AI agent 将成为软件的新界面。 📎 faviconx.com

  • GitHub Social Club 伦敦场 4 月 7 日 swyx 宣布 GitHub Social Club 将在伦敦 SOHO Works Shoreditch 举办,时间 10AM-4PM,这是一个开发者、维护者、创业者和建设者的小型社交活动,形式随意、以高质量对话为主。 📎 faviconx.com


Nan Yu (Designer & Maker)

Nan Yu 今日分享了两条有深度的设计观察。他指出设计被过于狭隘地定义了——芯片设计、API 设计、实验设计都是设计,我们把设计师的权限局限得太小了。他对"PM 原型设计"的概念也有独到见解:如果一个 PM 不做原型设计,那他实际上是在做失业风险很高的事情。

  • 设计被过度框定——API 设计、芯片设计都是设计 Nan 指出"设计"这个词被过于狭隘地理解了,芯片设计、API 设计、实验设计本质上都是设计,我们给设计师的权限太小了。 📎 faviconx.com

  • 不会做原型的 PM,本质上是在自找失业 Nan 用幽默的方式表达:不懂原型设计的 PM,其职位本质上不具备持续价值。 📎 faviconx.com


Thariq (Developer, Anthropic)

Thariq 今日宣布了 Claude Code 的重要更新:Web 和移动端 sessions 现在可以自动跟踪 PR,自动修复 CI 失败并处理代码审查意见,让你的 PR 始终保持绿色状态,整个过程在远程完成。他还分享了"Sometimes you're the dog, sometimes you're the fire hydrant"这样接地气的生活感悟。

  • Claude Code 云端自动修复 PR——你的 PR 可以永远是绿色 Thariq 宣布 Claude Code 现在支持 Web/Mobile sessions 自动跟踪 PR,自动修复 CI 失败并处理审查意见,整个过程在远程执行,开发者可以完全离开,回来时 PR 已就绪。 📎 faviconx.com

Zara Zhang (Investor)

Zara Zhang 今日分享了对 AI 原生创业的观察和对 idea 产生过程的深度思考。她认为好的 idea 不是"想"出来的,而是"玩"出来的——不停地摆弄模型;也是"聊"出来的——保持广泛的信息接触面,与关注者、用户、创业者、开发者定期交流。想法诞生于碰撞与非功利性的探索。

  • 好想法不是想出来的,是玩出来和聊出来的 Zara 分享了她对 idea 生成的理解:好想法来自不停地摆弄 AI 模型,来自与广泛人群的碰撞和交流,而不是非功利的探索。 📎 faviconx.com

Reff Wu (Builder, AI Startup)

Reff Wu 今日分享了关于 AI 审美、产品设计和团队协作的深度思考。他观察到 AI 可以无限增加功能,但人类的审美在于知道该砍掉什么,这让他对产品设计有了新的理解。他的团队已建立了一套完整的 AI Agent 工作流:CGO Agent Victor 刚发布了他们的第一条 FB 帖子,标志着多 agent 协作进入了实际产出阶段。他还分享了将 OpenClaw 配置技巧打包成 Skill 分享的想法,认为这比分享视频教程摩擦小得多。

  • 审美来自于减少而不是增加 Reff 指出 AI 的能力可以无限扩展,但人的审美和判断力在于知道该砍掉什么功能。这与"少即是多"的产品哲学一脉相承,也是 AI 时代设计师真正稀缺的能力。 📎 faviconx.com

  • 我的 CGO Agent Victor 刚发布了第一条 FB 帖子 Reff 展示了他们团队最新的多 agent 工作流:Maya(Agent)解码客户心理 → Content Manager(Agent)起草一周帖子并列出所需素材 → 他本人负责拍摄或生成素材 → Victor(Agent)排期发布、分析数据并反馈给团队。整个流程已实现半自动化。 📎 faviconx.com

  • 与其分享视频教别人配置 .md 文件,不如直接打包成 Skill Reff 在看了一段 OpenClaw 最佳实践视频后意识到:应该把这个配置技巧直接打包成 Skill 分享出去,比分享视频的摩擦小得多。这是一个关于知识封装和复用的洞察。 📎 faviconx.com

  • 我们正在习惯与 AI agent 对话就像和真人一样 Reff 观察到,有时候你真的会感觉在和一个真实的团队成员对话。他呼吁大家开始适应这种人机协作的新工作方式。 📎 faviconx.com

💡 今日要点

  • 100x 工程师已不是神话,Boris Cherny 单日 266 次 GitHub 提交打破了认知边界。 瓶颈从打字速度转向思考速度,幂律分布正在形成,工具的价值在于压缩"意图到上线"的机械距离。📎 faviconx.com
  • Agent 经济结构正在形成,Plus One 率先抢占 OpenClaw 应用层。 Dan Shipper 的洞察揭示了云基础设施→打包 agent→开发者工具的三层结构,Every 已完成从内容公司向 agent 平台的跃迁。📎 faviconx.com
  • Persistence 是 Agent 落地的下一个关键技术问题。 Vercel Sandboxes 自动保存/恢复文件系统状态,标志着 agent 基础设施正在解决"状态持久化"这一核心工程难题。📎 faviconx.com
  • 企业 AI 落地比想象中慢得多,这反而是创业者的机会。 Legacy 系统、变革管理复杂性、数据缺失等障碍意味着,简单套壳的 AI 工具并不能占领企业市场——需要"软件桥梁"。📎 faviconx.com
  • AI 医疗已成现实:犹他州允许 AI 开具精神科处方药,Legion Health 已实现数百万美元收入且未增招人手。 AI 在医疗领域的商业化正在加速,从辅助工具走向真正的处方权。📎 faviconx.com

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Garry Tan
Garry Tan @garrytan
Re Here's another bug I noticed - Codex sometimes struggled finding the plan files from claude and the sandbox didn't let it actually track it down. Also xhigh is no good for super large context jobs.
Garry Tan
Garry Tan @garrytan
Justice for Vicha means

Recall San Francisco Superior Court Judge Linda Colfax

Robot Reorg: @finbarr @garrytan San Francisco Superior Court Judge Linda Colfax’s current term ends on January 8, 2029.

California allows voter-initiated recall of state and local officials, including judges, though successful judicial recalls are extremely rare.

https://trellis.law/judge/linda.colfax
Garry Tan
Garry Tan @garrytan
Focus is saying no. This is something I need to improve personally. I am addicted to yes-and!

The Pragmatic Engineer: How Jan Koum (WhatsApp cofounder and CEO) operated:

"Jan said no a lot. Almost 99% of the time, he would say 'no.' As a young engineer, I was very confused. Because when you look at all these other apps, like WeChat, is notorious for having everything, right? They have so many

Josh Woodward
Josh Woodward @joshwoodward
Useful technique for visual creation!

Flow by Google: 💡 Pro Tip: Try uploading a color palette into Flow as an Ingredient, then add the prompt: “Based on the provided color palette…”

The result? Visual consistency for all your images and videos locked into your signature aesthetic. #FindYourFlow




Josh Woodward
Josh Woodward @joshwoodward
New in Gemini: Import memory & chats to Gemini

It's now easy to transfer your chats and personal information from other chatbots directly into Gemini

Go to Settings > Import memory to Gemini

"Importing memory is surprisingly smooth"
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Tibo Tibo
Hello. We have reset Codex usage limits across all plans to let everyone experiment with the magnificent plugins we just launched, and because it had been a while!
You can just build unlimited things with Codex. Have fun!
Greg Brockman
Greg Brockman @gdb
Plugins are now available in Codex:

OpenAI Developers: We're rolling out plugins in Codex.

Codex now works seamlessly out of the box with the most important tools builders already use, like @SlackHQ, @Figma, @NotionHQ, @gmail, and more.

http://developers.openai.com/codex/plugins

gdb
gdb @gdb
Plugins are now available in Codex:

OpenAI Developers: We're rolling out plugins in Codex.

Codex now works seamlessly out of the box with the most important tools builders already use, like @SlackHQ, @Figma, @NotionHQ, @gmail, and more.

http://developers.openai.com/codex/plugins

Garry Tan
Garry Tan @garrytan
Retweeted
Harj Taggar Harj Taggar
“We forget that the goal isn’t to win the race. It’s to still want to run.”
Jason Tan: http://x.com/i/article/2036967679245115394
Garry Tan
Garry Tan @garrytan
Free the agents. Open markets, open platforms are the trustbusting we need in the 2020s to have prosperity


Theo - t3.gg: Fun fact: Automating iMessage use is against Apple's TOS.

Particularly funny to see this from Anthropic
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Charles Weill Charles Weill
Re @mazdak @steipete I denied this until I was forced to use codex. Then I saw the light.
Garry Tan
Garry Tan @garrytan
Thank you for your contribution to GStack Matt!

Matt Van Horn: Wow, @slashlast30days is at ⭐10,384 Github stars, 2,684 new today. @garrytan just merged my codex fix to GStack, and my X post "Every Claude Code Hack I Know (March 2026)" just hit 841k views!

Garry Tan
Garry Tan @garrytan
Sometimes instead of talking to users you can just implement the things they ask for in the same night they tell you they want it

Coming tonight: Design mockups and HTML finals in /plan-design-review

Automatic parallelization with worktrees in /plan-eng-review

#GStackFam
Reff Wu
Reff Wu @RuifuWu2
Retweeted
AI最严厉的父亲 AI最严厉的父亲
http://x.com/i/article/2037356663959924737
Garry Tan
Garry Tan @garrytan
Retweeted
Theo - t3.gg Theo - t3.gg
Thankful that Garry Tan named his project gstack and not tanstack
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Theo - t3.gg Theo - t3.gg
Claude Code is kind of like if Codex was drunk.
Fun, friendly, bit more creative, makes really dumb mistakes, probably shouldn't be trusted with prod.
swyx
swyx @swyx
bought a new mac to give my clanker a hand-me-down and realized... i have like 4 years of macbook setup blogposts i can just give @claudeai. bro is just oneshotting converting every tech stack opinion i have into bash scripts*

golden age for people who blog everything they do tbh

*and i can walk away from my laptop and periodically check in on my phone!!!


Andrej Karpathy: @giscope @CJKRaymond I usually just go down the list of a few posts and cheery-pick, e.g.:
https://www.swyx.io/new-mac-setup
https://sourabhbajaj.com/mac-setup/
https://github.com/maoxiaoke/setup-a-mac-for-frontend-dev
for this round I think the major deviation is that I'm going to give @warpdotdev a shot as my Terminal. It looks nice only they are
Garry Tan
Garry Tan @garrytan
Re Automatic paralleled sub-agent tasks shipped within a couple hours of the user request
Garry Tan
Garry Tan @garrytan
3 times lmao


Silicon Mania: last week in tech was definitely non-compliant lol

Guillermo Rauch
Guillermo Rauch @rauchg
1961: We should ship a CLI
2026: We should ship a CLI
Peter Yang
Peter Yang @petergyang
"Part of a new "Capybara" series of models, which are larger and more intelligent than Opus"

This is what AGI looks like


prinz: Anthropic has been testing a new model called "Mythos" with certain customers:

- a "step change" in AI capabilities, including "dramatically higher scores" in coding, academic reasoning and cybersecurity

- "currently far ahead of any other AI model in cyber capabilities”

-

Garry Tan
Garry Tan @garrytan
Retweeted
Kane 謝凱堯 Kane 謝凱堯
If only we had a word for "fatally assaulted"
KRON4 News: Man who fatally assaulted elderly Thai man to be released on probation, SF judge rules: https://www.kron4.com/news/bay-area/man-who-fatally-assaulted-grandpa-vicha-to-be-released-judge-rules/
Peter Yang
Peter Yang @petergyang
Ok do I know anyone who's on the product team for @spotifycreator? The product has regressed:

1. No way to copy a scheduled episode link (there was an copy button that was removed)

2. After I schedule an episode, it sends me an email saying the episode is live when it's actually not

@eldsjal
Sam Altman
Sam Altman @sama
The coolest meeting I had this week with was Paul, who used ChatGPT and other LLMs to create an mRNA vaccine protocol to save his dog Rosie. It is amazing story.

"The chat bots empowered me as an individual to act with the power of a research institute - planning, education, troubleshooting, compliance, and yes, real scientific design work in converting genomic data to a vaccine prescription and designing the treatment protocol around it. But they worked alongside humans at every step. The combination is what made it possible."

It immediately got me thinking "this should be a company".

Also, Paul is an extraordinary guy. This should be easy to do, but it is not yet.

Paul S. Conyngham: http://x.com/i/article/2036867394396971009
sama
sama @sama
The coolest meeting I had this week with was Paul, who used ChatGPT and other LLMs to create an mRNA vaccine protocol to save his dog Rosie. It is amazing story.

"The chat bots empowered me as an individual to act with the power of a research institute - planning, education, troubleshooting, compliance, and yes, real scientific design work in converting genomic data to a vaccine prescription and designing the treatment protocol around it. But they worked alongside humans at every step. The combination is what made it possible."

It immediately got me thinking "this should be a company".

Also, Paul is an extraordinary guy. This should be easy to do, but it is not yet.

Paul S. Conyngham: http://x.com/i/article/2036867394396971009
Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Brandon Gell Brandon Gell
The new design system (claude code to html to claude code to figma to claude code):
Claude Code design exploration in html (create multiple versions and iterate until you get somewhere you like) →
create full design system in html (all buttons, alerts, inputs, spacing, etc) →
transfer to figma using use_figma and create all your variable and components →
combine your atomic unit components to make bigger components like your nav →
tell Claude Code the vision for how your app works/functions. Ask it to explore your code base and make a plan →
edit the plan and send it back to claude to build in figma →
tell it to critique itself after it builds and to do another pass after that →
go to sleep and see how it looks in the morning 💤
Figma: Now you can use AI agents to design directly on the Figma canvas, with our new use_figma MCP tool and skills to teach them. Open beta starts today.
Garry Tan
Garry Tan @garrytan
Retweeted
Monthanus Ratanapakdee Monthanus Ratanapakdee
The judge issued an 8-year sentence but stayed it, placing him on probation instead. He will only serve prison time if he violates probation.
In the #GrandpaVicha case, the defendant will serve no prison time at this moment. Judge Colfax ruled that public safety and rehabilitation are better served through probation.
This reflects a pattern of prior leniency, including earlier juvenile proceedings where probation was also given.
Only if probation fails could he serve the full 8 years.
Our family and community are devastated.
#JusticeForVicha #RememberVicha #ProtectOurSeniors #SanFrancisco #StandForAsian
Monthanus Ratanapakdee: After 3 years and 148 days since my father's tragic death, today the defendant showed no remorse, saying,”Your Honor, the rumor is I didn't kill him; he died two days later." His lack of guilt after nearly 4 years in jail is disturbing
#JusticeForVictims #StopAsianHate
#EndCrime
Garry Tan
Garry Tan @garrytan
Retweeted
Monthanus Ratanapakdee Monthanus Ratanapakdee
My father trusted this system. My father trusted this city.
Today,
 I ask this Court to show  that his trust was not misplaced.
Monthanus Ratanapakdee: The judge issued an 8-year sentence but stayed it, placing him on probation instead. He will only serve prison time if he violates probation.
In the #GrandpaVicha case, the defendant will serve no prison time at this moment. Judge Colfax ruled that public safety and
Kevin Weil 🇺🇸
Kevin Weil 🇺🇸 @kevinweil
Paul used ChatGPT + AlphaFold to create a personalized mRNA vaccine protocol for his dog's cancer.

This is a glimpse of the future, with AI accelerating personalized medicine. We have to make it easier for people to do this for people, not just dogs!

Paul S. Conyngham: http://x.com/i/article/2036867394396971009
Matt Turck
Matt Turck @mattturck
Retweeted
Alex Taylor Alex Taylor
"Trump, the Mar-a-Lago golfer, is the only bull in the world who walks around with his own china shop. When a clown takes over the Palace, he doesn't become King. It's the Palace that becomes a circus"
French senator Claude Malhuret once again nails it. You won't hear a better indictment of Trump and his Gulf war than this. Well worth 5 minutes of your time
My English s/t 👇
Matt Turck
Matt Turck @mattturck
Retweeted
Max Tappenden Max Tappenden
Re @jeff_weinstein @ClayRaterman @stripe @SurrealDB Is this my first ever stack reveal? @SurrealDB is a secret weapon. To hell with it; I’m feeling generous.
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Can Vardar Can Vardar
if you’re still religiously using claude code and convinced it’s superior, just install codex and use it for a week
Garry Tan
Garry Tan @garrytan
Retweeted
Arthur MacWaters Arthur MacWaters
AI medicine is inevitable.
In fact, it has arrived.
We're excited about this agreement with Utah to allow our AI to prescribe psychiatric renewals.
Yes. AI prescribing medication.
This is monumental and will collapse the cost of care.
(1/
New York Post: Artificial intelligence will see you now: Bots to prescribe mental health drugs https://trib.al/89qtnNz
Garry Tan
Garry Tan @garrytan
Retweeted
Arthur MacWaters Arthur MacWaters
Re The full-stack clinic is already doing millions in revenue and is one of the most efficient medical companies of all time
we've automated nearly all ops with AI
we've 4x'd in the past yr without hiring a new human FTE
https://x.com/ArthurMacwaters/status/2025379626944803211?s=20
Arthur MacWaters: The future of healthcare is autonomous!
We've used AI to build the most efficient care delivery company in history @legionhealth
AI helps our providers and human team to care for a vast population of patients, and we're doing millions in revenue with only one human in each core
Nan Yu
Nan Yu @thenanyu



Tibo: Hello. We have reset Codex usage limits across all plans to let everyone experiment with the magnificent plugins we just launched, and because it had been a while!

You can just build unlimited things with Codex. Have fun!
Garry Tan
Garry Tan @garrytan
Retweeted
Romàn Romàn
Here’s what Y Combinator can bring you in terms of traffic.
Bookface announcement (YC’s internal social network)
→ 400 website visits
→ 18 trials with credit card
Announcement on our own channels
→ 2,900 website visits
→ 100+ new trials with credit card
YC Directory
→ ~100 website visits per day
For comparison, a #1 Product Hunt launch brought us 120 trials with credit card in 24 hours.
We convert ~35% of our trials into paying customers.
So far:
→ ~118 trials → ~41 customers
At $99/month, that’s ≈ $4,059 in new MRR generated.
Now let’s see how many customers the official announcement on Y Combinator’s own channels will generate.
Obviously, all of this is just a bonus. That’s not why we joined YC.
swyx
swyx @swyx
Retweeted
Mario Zechner Mario Zechner
chat, how do we feel about this for my AI Engineer London keynote?
(still can't believe anyone would make me a keynoter).
Nan Yu
Nan Yu @thenanyu
😬

https://x.com/trq212/status/2037254607001559305?s=20


Nan Yu: Token surge pricing wen
Dan Shipper 📧
Dan Shipper 📧 @danshipper
Who wants in?

Mike Taylor: I want to put an event together like this on AI optimization (i.e. not just using AI but doing formal evals at scale) in NY, does anyone want to speak at it with me? https://x.com/i/status/1972951482174714072
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Unemployed Capital Allocator Unemployed Capital Allocator
BREAKING NEWS HUGE LEAK OMG DID YOU GUYS KNOW THAT ANTHROPIC WAS TRAINING A BETTER MODEL THIS WHOLE TIME THIS IS SHOCKING
Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Brandon Gell Brandon Gell
This is such an amazing product story:
• Josh uses a competitor that's raised $90m for 1 year. Probably likes it a lot (it's good!)
• Sees that Every launched Monologue and that we're doing it differently (different product approach, ethos etc)
• With $0 raised and only 1 engineer, Monologue wins over Josh and ships features faster than any competitor
• Josh likes it so much he's top 0.1% user in the world.
We've got a new feature up our sleeve today. Want a sneak peak? Join today's Every Demo day!
https://every.to/events/q2-2026-demo-day
Josh Walker: I was a WisprFlow power user for the last year...and then @danshipper + the team at @every did a bang-up job announcing Monologue to the world.
30 days later, here we are!
I'm not one to toss out referral links, but you should be using it! https://monologue.to/?ref=ELRPVJN
Dan Shipper 📧
Dan Shipper 📧 @danshipper
over 1,200 people are coming to @every's demo day today!

you should join:

Every 📧: Tomorrow at 11am ET, we're showing Plus One live for the first time during our Q2 Demo Day—live from Brooklyn.

Plus product updates from @CoraComputer, @usemonologue, Proof, @SparkleApp, and @TrySpiral.

Live Q&A with @danshipper and the team.

RSVP: https://every.to/events/q2-2026-demo-day

Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Greg Ellis Greg Ellis
Re @svpino I don’t get why everyone’s so concerned.
You’ve never taken over a disaster codebase you didn’t write?
The only difference is AI’s “bad code” is still better than the absolute mess I used to clean up from humans.
Garry Tan
Garry Tan @garrytan
One of the more freeing aspects of coding with agents is that branches and code itself are no longer these time bombs. You can do a bunch of work, leave it in a branch, catch it up later no worries

Time was: oh man I need to land this PR otherwise it’ll bit rot and never make it
Garry Tan
Garry Tan @garrytan
Retweeted
Y Combinator Y Combinator
François Chollet (@fchollet) has spent years asking a different question than most of the AI world. Instead of scaling what already works, he’s trying to understand what intelligence actually is and how to build it from first principles.
In this episode of the @LightconePod, he traces that path from his early work on deep learning to the creation of the @arcprize, and the launch of ARC V3, a new benchmark designed to measure something deeper than performance: the ability to learn, adapt, and reason efficiently in entirely new environments. He explains why today’s systems may be hitting limits, what recent breakthroughs really mean, and why reaching true general intelligence may require a fundamentally different approach.
00:00 - AGI by 2030?
00:31 - Introducing Ndea: A New Path Beyond Deep Learning
01:08 - A New ML Paradigm
01:30 - Replacing neural nets with compact symbolic programs
03:04 - Why Ndea Isn’t Competing With Coding Agents
05:20 - Why Everyone Might Be Wrong About Scaling LLMs
07:22 - Why Coding Agents Suddenly Work So Well
08:50 - The Limits of LLMs in Non-Verifiable Domains
10:48 - What AGI Actually Means (And Why Most Definitions Are Wrong)
13:30 - Why Deep Learning Hits a Wall
14:00 - ARC’s Origin Story
18:20 - ARC Benchmarks Explained: From V1 to V3
22:49 - The RL Loop Powering Coding Agents Today
27:03 - ARC-AGI V3: Measuring “Agentic Intelligence”
31:14 - Inside the ARC Game Studio
35:31 - Could AGI Fit in 10,000 Lines of Code?
44:01 - Building Ndea: From Idea to Compounding Research Stack
46:46 - The Future of ARC: Benchmarks That Evolve With AI
47:21 - Why There’s Still Huge Opportunity for New AI Paradigms
53:37 - How to Build a Breakout Open Source Project - Lessons From Keras
56:39 - Advice For How To Think About AI
Garry Tan
Garry Tan @garrytan
Retweeted
Karan Vaidya Karan Vaidya
Okay, @gdb is team CLI all the way. @garrytan thinks MCPs suck.
So we hit the streets of SF to see if the city agreed.
We posed a simple question: MCP or CLI?
- Basically everyone under the age of 35 said CLI
- One person said MCP was as bloated as Java
- & unsurprisingly, numerous people told us to touch grass
Final score- MCP: 3 vs CLI: 17
SF has spoken, and @composio listened.
Our universal CLI is now live!
Drop your best CLI vs MCP hot take in the comments and we'll send the best ones some very sick gear 👀
Link to try our CLI in the next thread ⬇️
Garry Tan
Garry Tan @garrytan
Retweeted
Rohan Paul Rohan Paul
Another beautiful story, of AI diagnosis where doctors failed.
Going wildly viral on Reddit.
His 62-year-old uncle in India had dialysis, diabetes, hypertension, stroke history, and severe migraines that happened only when he lay down to sleep.
Multiple specialists saw him. He had brain imaging and other treatment. But nobody could explain why the headaches were clearly positional.
"Claude didn't just identify the problem. It created a structured diagnostic roadmap, explained which specialist to see first, what tests to request, what questions to ask, picked the right CPAP machine, explained every setting, and even wrote maintenance instructions in Gujarati (my native language).
A $317 CPAP machine (advised by Claude) solved what years of specialist visits couldn't."
---
reddit .com/r/ClaudeAI/comments/1s41fny/25_years_multiple_specialists_zero_answers_one/
Garry Tan
Garry Tan @garrytan
Retweeted
Jesse Arm Jesse Arm
Elizabeth Warren’s entire political project essentially amounts to whipping up outrage about how expensive everything is and how scarce essential goods are—then proposing policies that make those things more expensive and reduce their supply.
Alec Stapp: This is why we must hold the line against slopulism in housing policy.
At first Warren's position was "investors can build as many apartment buildings as they want, they just can't build single-family homes to rent"
Now she is sending menacing letters to institutional investors
Aditya Agarwal
Aditya Agarwal @adityaag
Everyone wants to avoid taking on the models head on.

Surprising how few people take the opposite approach

Lean into the risk. But make a bet on capabilities that are 12-18 months out. The models suck at something today but I am going to bet it is good enough after XXX months
Garry Tan
Garry Tan @garrytan
Retweeted
Alfred Lin Alfred Lin
A CEO from one of our portfolio companies shared this with their team. I’m re-sharing it with their permission, because it resonated and reflects what all founders and CEOs should be communicating.
--
We are living through a period of compounding change. And in moments like this, the biggest risk is no longer making the wrong decision. It is moving too slowly while the world moves around you.

There are two paths. We can play defense:
- Protect what we have
- Optimize what works
- Wait for clarity

It feels safe. It isn’t.

Or we can play offense:
- Learn faster than the environment changes
- Use new tools to solve old problems in better ways
- And create entirely new strategies and businesses

That’s where the opportunity is.

Challenge yourself to do things faster and better than you have ever attempted. Stay uncomfortable. Stay on the front foot.
Matt Turck
Matt Turck @mattturck
Retweeted
Daytona Daytona
What does the next generation of agent infrastructure look like? At the @daytonaio Compute Conference, @waseem_s, co-founder & CTO of @Get_Writer sat down with @mattturck, VC at @FirstMarkCap, to make the case: not just running code inside sandboxes, but running entire agents, memory, models and all, inside fully isolated environments.
Peter Yang
Peter Yang @petergyang
Build an /exec-review AI skill to get your leader's product feedback anytime you want.

A simple way to start is with their decision-making framework — what gets support vs. push back.

Below's a real example from my friend who's a Meta VP. The complete skill has 5 more sections:

→ Core principles
→ Feedback patterns
→ Communication style
→ Review checklist
→ Example comments

📌 Get the full breakdown here: https://creatoreconomy.so/p/build-an-exec-review-ai-skill-to-stop-guessing-what-your-leader-wants
Peter Yang
Peter Yang @petergyang
Retweeted
Peter Yang Peter Yang
Build an /exec-review AI skill to get your leader's product feedback anytime you want.
A simple way to start is with their decision-making framework — what gets support vs. push back.
Below's a real example from my friend who's a Meta VP. The complete skill has 5 more sections:
→ Core principles
→ Feedback patterns
→ Communication style
→ Review checklist
→ Example comments
📌 Get the full breakdown here: https://creatoreconomy.so/p/build-an-exec-review-ai-skill-to-stop-guessing-what-your-leader-wants
Matt Turck
Matt Turck @mattturck
Retweeted
Ivan Burazin Ivan Burazin
We recently hit a new benchmark: 50,000 sandboxes spinning up in just under 2 mins
RL training workloads need massive parallelization at scale, requiring millions of concurrent environments.
Most customers don't want the DIY overhead of manually setting up and maintaining the whole infra.
With @daytonaio, you can fire them off with a single API call; up to 50k sandboxes will spin up in no time and be ready to use.
Your training time goes from weeks to a couple hours. Working to get that even faster.
Garry Tan
Garry Tan @garrytan
Retweeted
Maria Davidson Maria Davidson
Interesting how openly groups like public sector unions talk about how they own California politics.
Even though 97% of Californians aren’t public sector union members.
Permanence is extremely powerful. And @politico is right - it’s why we’re focused on permanence too.
POLITICO: ‘Many have tried. Few have succeeded’: Tech, labor brace for years-long war in California http://dlvr.it/TRkV7z
Peter Yang
Peter Yang @petergyang
This is why I love @bentossell lol

Ben Tossell: @clairekart let me help you out claire

im rich
ive got 3 kids
i spend all day tinkering and investing

thanks for worrying about me
Guillermo Rauch
Guillermo Rauch @rauchg
Retweeted
Marc Lou Marc Lou
Founders who build profitable startups use NextJS + TailwindCSS + PostgreSQL
n=200
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
signüll signüll
the future of saas in one interaction.
Nan Yu
Nan Yu @thenanyu
Guys, do you know that OpenAI and Google are also training much better models than the one they have available for public use right now?

Source: I thought about it for 5 seconds
Garry Tan
Garry Tan @garrytan
GStack can now properly be namespaced and you can switch between the command formats anytime you want. If you use other skills too, this makes gstack much more usable.
Garry Tan
Garry Tan @garrytan
GStack is about to become a full design brainstorm tool called /design-shotgun

Just go in any direction, see variations, tell GStack what you like, and we'll make beautiful things together
Zara Zhang
Zara Zhang @zarazhangrui
For everyone who’s been trying to get their hands on Seedance 2.0 👇🏼

AnyGen: SEEDANCE 2.0 is now Live in AnyGen.

Try » http://anygen.io/ai-video

Garry Tan
Garry Tan @garrytan
Retweeted
Kane 謝凱堯 Kane 謝凱堯
Progressive politicians in Oakland, after increasing crime and the deficit, are going to give themselves 125% raises.
California Post: Oakland - one of 'most corrupt cities in America' - considers huge pay bumps for council members https://trib.al/zUpe8YV
Garry Tan
Garry Tan @garrytan
Re This is all syntactic sugar around Codex's already incredible design tools, but already while developing it, I am seeing how useful these rails are
Garry Tan
Garry Tan @garrytan
Retweeted
Gabe Orlanski Gabe Orlanski
We found that agents generate progressively worse code with each iteration. Real developers do not.
SlopCodeBench is the only eval that faithfully measures quality degradation on iterative, long-horizon coding tasks.
https://arxiv.org/abs/2603.24755
https://www.scbench.ai
🧵
Garry Tan
Garry Tan @garrytan
I love San Francisco

Karan Vaidya: Okay, @gdb is team CLI all the way. @garrytan thinks MCPs suck.

So we hit the streets of SF to see if the city agreed.

We posed a simple question: MCP or CLI?

- Basically everyone under the age of 35 said CLI
- One person said MCP was as bloated as Java
- & unsurprisingly,

Aditya Agarwal
Aditya Agarwal @adityaag
Lingering is fatal.


Aditya Agarwal: There's a lot of conventional wisdom in Silicon Valley that @eladgil thinks is just wrong.

He dropped by @southpkcommons to make a case against all of it.

(01:00) Approaches to starting a company
(05:30) The cofounder fallacy
(06:45) Winning is the only startup culture that

Garry Tan
Garry Tan @garrytan
Retweeted
Kevin Simback 🍷 Kevin Simback 🍷
Which one is better to use for your Claude Code “all in one” product/engineering team:
gstack by @garrytan or Compound Engineering by @every
Hint: use both
Kevin Simback 🍷: http://x.com/i/article/2036202416173989888
swyx
swyx @swyx
Retweeted
Noah Hein Noah Hein
http://x.com/i/article/2037568696642629632
Garry Tan
Garry Tan @garrytan
Retweeted
Agarwal for Congress Agarwal for Congress
Now I know why everyone hates politicians.
Let's start with some context.
We announced our campaign March 3rd.
In the last three weeks, we've been gaining really great traction.
We've been hitting @RoKhanna hard on his ongoing stock trading activities, over $600m(!) in his nine years of being a public servant.
In response:
1. Ro had three people reach out to me, offering that if I dropped out of this race he would endorse me in 2028 when he runs for President.
When I said no the first two times, the third guy said if I don’t take this offer, I’ll be making an enemy of the President of the United States.
That’s the kind of person Ro is.
2. After I turned down his offer, he did opposition research on me, which is fair.
Then he used a shill reporter to write the totally unprofessional piece below.
One thing I'll give credit to Ro's team for: they know how to drag someone through the mud.
They did the same thing to legendary Congressman Mike Honda.
3. He then clipped parts of this article and sent it out to his email list, the fourth email about me in the last three weeks.
Our team debated whether to respond to the article below at all, we wanted to avoid the Streisand effect.
But we've decided to answer it, not to substantiate it or lend credibility to this "reporter", but because we have nothing to hide and we believe the voters deserve to know who they're voting for.
So, here are the answers. Any concerned citizens or reporters who want to ask any follow up questions, feel free to call or text me directly: 408.761.3234. I have nothing to hide. 
Let’s go back 11 years.
Aaptiv is a company I started on my couch in 2015.
In the next five years, over one million people across twenty countries paid for our health and wellness products.
This success was due to a ton of work from the Aaptiv team, the investors, and even our members who took a leap of faith on a new product.
Eventually, our customer acquisition costs didn't scale, so we ended up selling the company. I stepped down as CEO a few months before the M&A closed.
Anyone that’s been part of a business of any size knows that lawsuits between companies are standard negotiating practice.
It makes sense that Ro has no idea how this stuff works, never having run a business, and being a b-tier lawyer, telling everyone he was a Partner when he was actually Of Counsel. 
Let’s go into the details mentioned in the article. Every item was ultimately settled no personal penalities:
1. “Court records show Agarwal — who previously lived in New York — personally confessed in 2020 to owing $2 million to Universal Music Group over a licensing dispute with the digital fitness company he founded, Aaptiv.“
Our health classes used popular music licensed from the majors, UMG, SME, and WMG. Negotiating with these folks is no joke. The reason I offered a personal guarantee is that UMG would offer Aaptiv better terms if I agreed to that; it's not something most founders are willing to do. UMG drove a hard bargain in our negotiations, and threatened me and Aaptiv with this lawsuit. Ultimately, we settled, with no personal penalties or incrimination, confirming that the case was only a negotiating ploy.
2. “Later filings show Agarwal failed to pay $300,000 of the settlement he agreed to a year before selling the company in 2021. “
Same as above, UMG driving a hard bargain using lawsuits as negotiation. Again, the only reason my name is there is because I offered a personal guarantee to help the company get a better deal. Again, as you can see in the documents we settled with no personal penalties or incrimination, again confirming that the case was only a negotiating ploy.
3. “Separately, the landlord of One World Trade Center in New York City sued Agarwal’s company in 2023 for $2 million over unpaid rent while he was CEO, though proceedings were discontinued the same year. “
We had a dispute with our landlord over rent during COVID. As stated, proceedings were discontinued with no penalties or liabilities.
4. “Court records show he was married for nearly 10 years until filing for divorce in 2025. Agarwal declined to comment on his marriage separation.”
I’m not commenting on my family since this is the decency we all deserve. BTW - this wasn’t for lack of trying on part of the “reporter,” who made some seriously disgusting inquiries. 
5. “The lies Ethan is spreading about Ro are sad, but also deeply hypocritical given his checkered financial and personal past,” Khanna’s spokesperson Sarah Drory told San José Spotlight. “We should have a conversation in our district and California about real ideas and plans to improve the lives of people in the community.”
Sarah, I would absolutely love to have a conversation about the district, in our district.
Unfortunately Ro has been playing Where In The World is Ro Khanna for the last five years.
Any time you want to speak in the district Ro, let me know. In fact, let’s have the debate in Hindi or English.
You probably don’t know this Ro, but 60% of our district speaks a different language from English at home.
These issues are from over five years ago when I was a private citizen.
Ro has been trading over $600,000,000 stock in the last 9 years, while being an elected public servant, railing daily against wealth inequality.
There will probably be other stuff that comes out about my time as a private citizen. I’ve worked for two large multinational companies, I’ve started two companies worth over $100m+, I’ve hired and even had to let go dozens of people; anyone that is in the mix will have some mess on them.
Here are some embarrassing things: A while back, I downloaded some porn, got accused of IP infringement by the production company and it was settled. When I was 20, I used a fake ID and got caught and did community service to pay my dues.
As I said above, anyone should feel free to ask questions, I’m not hiding anything.
Now it's your turn, Ro. Let’s start going into your past. Srilatha?
Bring it Ro. You’ve got a hell of a lot more to lose than I do.
Coward.
San José Spotlight: Integrity has become the theme of Silicon Valley’s hottest congressional race between @RoKhanna and his challenger, Ethan Agarwal, who’s ripped into Khanna over family ties to stock trading https://sanjosespotlight.com/silicon-valley-congressional-race-grapples-with-integrity-ro-khanna-ethan-agarwal/
Garry Tan
Garry Tan @garrytan
BART is claims they always took fare enforcement seriously. Why won't they respond to kane's public records request asking them how much they paid equity consultants to argue it didn't matter (and had "detrimental effects on the community")?

https://gli.st/rfaswowu
Allie K. Miller
Allie K. Miller @alliekmiller
Advertising in AI gets a BAD rep.

But at least one AI service provider seems to be handling it well.

Spoke last week with a cancer doctor about AI and specifically about the “ChatGPT for doctors” tool, Open Evidence - he said he loves the platform.

He also loves that it’s free.

And it’s free because of ads.

“I think the ads on Open Evidence are a fair price to pay for that service,” he said.

“And, quite frankly, I never have clicked on one (not out of any principle, just haven’t … yet),” he added.

The doctor said it has completely changed the way he works (and even sometimes will ask questions to the AI *with* the patient and validate the output and talk through it with them).

Two example convos below.

Obviously need to watch out for overreach from pharma and will be interesting to see what the new head of ads at OpenAI will do (hi Dave), but the doctor is really happy with the product experience.

Definitely one to watch.

Nikunj Kothari
Nikunj Kothari @nikunj
Retweeted
adel 🌟 adel 🌟
if you’re someone constantly going through existential career crises every year - this event is for you.
i'm hosting an event on 4/15 for the multi-hyphenates. the people navigating "what's next" when there are too many things they could do, not too few.
i've assembled an insane panel, including folks like
@soleio and @jocarrasqueira 🤩 at @NotionHQ, with coffee movement after ☕️
@nikunj is also kind enough to giveaway 30 copies of "Range: Why generalists triumph in a specialized world"
only apply if you're serious about showing up and resonating with this event!
i will be personally reading through all the applications ;)
rsvp here, space is limited: https://luma.com/eov3rnq0
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Nick Dobos Nick Dobos
Codex has hooks finally!!!
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
jenn ☀️ jenn ☀️
overheard a new insult: you have a short context window 💀
swyx
swyx @swyx
greenspun lives


Lydia Hallie ✨: Claude Code now supports an `if` field in hooks

It uses permission rule syntax to filter when a hook runs, which is useful when you want a hook on some bash commands but not every single one!

Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Every 📧 Every 📧
Your codebase gets harder to maintain with every feature you ship. @kieranklaassen's gets easier.
He built compound engineering, and Every adopted it company-wide. The difference is compounding.
Garry Tan
Garry Tan @garrytan
Retweeted
Monthanus Ratanapakdee Monthanus Ratanapakdee
Watson walked free after killing an 84-year-old man in San Francisco in 2021, leaving the community devastated.
https://americancommunitymedia.org/news-exchange/justice-denied-for-late-grandpa-vicha/
Monthanus Ratanapakdee: My father trusted this system. My father trusted this city.
Today,
 I ask this Court to show  that his trust was not misplaced.
Matt Shumer
Matt Shumer @mattshumer_
The universal CLI is here!

Brilliant.

Karan Vaidya: Okay, @gdb is team CLI all the way. @garrytan thinks MCPs suck.

So we hit the streets of SF to see if the city agreed.

We posed a simple question: MCP or CLI?

- Basically everyone under the age of 35 said CLI
- One person said MCP was as bloated as Java
- & unsurprisingly,

Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
signüll signüll
your company’s ci/cd pipeline.
swyx
swyx @swyx
Retweeted
Lavanya Lavanya
http://x.com/i/article/2037584822907146240
Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Naveen Naidu Naveen Naidu
Changed the way I think about coding
Every 📧: Your codebase gets harder to maintain with every feature you ship. @kieranklaassen's gets easier.
He built compound engineering, and Every adopted it company-wide. The difference is compounding.
Zara Zhang
Zara Zhang @zarazhangrui
History & future of computers in 3 words:
CLI -> GUI -> CLI

Guillermo Rauch: 1961: We should ship a CLI
2026: We should ship a CLI

Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Every 📧 Every 📧
We built custom agents in @NotionHQ that run our daily briefings, marketing funnels, and content pipelines.
Next Friday we’re showing you how—and giving you the templates.
@brian_lovin from Notion is joining.
Free for all. April 3, 12pm ET.
RSVP: https://every.to/events/notion-custom-agents-camp
Garry Tan
Garry Tan @garrytan
Juvenile criminal justice system has become a slap on the wrist and free gift card system

ChinesePowered.com: Bunch of teen thugs beating on a man, only to be saved by an asian bystander. Broad daylight, downtown San Francisco. @garrytan @DanielLurie

Garry Tan
Garry Tan @garrytan
I am proud to publish my personal stack but the coolest thing I have enjoyed so far is getting direct feedback from thousands of others who tell me what they want

And I can launch a fix that same day. Or even build the feature with them in mind.

https://ossinsight.io/blog/personal-ai-stacks-2026?utm_source=perplexity
Matt Shumer
Matt Shumer @mattshumer_
This is absolutely crazy.

Anthropic trained a model that is "dramatically" smarter than Claude Opus 4.6.

Think about how good Opus already is. Can you even imagine what a far better model might be able to accomplish?

The world is changing, and it's changing fast.

Buckle up.

M1: Claude Mythos Blog Post

Saved before it was taken down.

https://m1astra-mythos.pages.dev/
Sam Altman
Sam Altman @sama
The first steel beams went up this week at our Michigan Stargate site with Oracle and Related Digital
sama
sama @sama
The first steel beams went up this week at our Michigan Stargate site with Oracle and Related Digital
Garry Tan
Garry Tan @garrytan
Retweeted
Gerald Posner Gerald Posner
All my friends in my native San Francisco are in a fury over a judge's decision to grant probation to a 24-year-old defendant who had assaulted and killed an 84-year-old man in an unprovoked attack. The judge—Linda Colfax—was appointed to the bench in 2011 and has subsequently run UNOPPOSED in elections. I hope voters remember this case the next time she is running to keep her seat.
https://www.sfchronicle.com/sf/article/grandpa-vicha-defendant-sentenced-to-probation-sf-22096534.php
Garry Tan
Garry Tan @garrytan
Retweeted
Ian Miller Ian Miller
One of the funniest things I’ve ever read is people saying “woke is dead”
Woke is not dead. It is embedded in every institution, the entire education system, and much of the judiciary. And it is thriving. Religions do not die just because of one political setback.
Collin Rugg: NEW: San Francisco judge Linda Colfax has released a man who fatally assaulted an 84-year-old because the prison sentence would have a "poor impact" on him.
25-year-old Antoine Watson was granted probation just two months after he was convicted of involuntary manslaughter and
Nan Yu
Nan Yu @thenanyu
Vibe project management.

Linear: A fully scoped project. Built from what your workspace already knows about your product and customers.

Learn how to use Linear Agent to turn context into execution by drafting project requirements, suggesting milestones, and organizing issues.

Garry Tan
Garry Tan @garrytan
Retweeted
MissionLoco MissionLoco
In San Francisco, you can do this to a complete stranger, solely based on the fact that he’s old and an easy mark, and get away with it — because this judge believes, and I am pretty much quoting, “Prison wouldn’t be a good experience” for the murderer.
Monthanus Ratanapakdee: After 3 years and 148 days since my father's tragic death, today the defendant showed no remorse, saying,”Your Honor, the rumor is I didn't kill him; he died two days later." His lack of guilt after nearly 4 years in jail is disturbing
#JusticeForVictims #StopAsianHate
#EndCrime
Nan Yu
Nan Yu @thenanyu
What if the next few YC batches have overly correlated performance because they all use GStack, which causes them to make the same kinds of mistakes but also biases to them towards being selected for admission.
swyx
swyx @swyx
just learned about create-context-graph - one command and it sets up key entity relationships for 22 top industry domains. been looking for something like this to "layer on" a social graph to every single app I make!


Latent.Space: [AINews] Context Graphs: Hype or actually Trillion-dollar opportunity?

https://www.latent.space/p/ainews-context-graphs-hype-or-actually
Nan Yu
Nan Yu @thenanyu
Retweeted
Tom Moor Tom Moor
If you're working with Linear and Slack, this is a top tip –
Garry Tan
Garry Tan @garrytan
This guy is trying to represent a district he doesn’t know, doesn’t vote in, and the only thing he brings to table is bad ideology and his Stripe multimillionaire status

It’s ridiculous

Dustin Gardiner: Saikat Chakrabarti’s voter file with the city shows that he didn’t cast a ballot in San Francisco for nearly a decade

https://www.politico.com/news/2026/03/27/san-franciscos-establishment-moves-to-sink-a-progressive-house-candidate-00847914
Garry Tan
Garry Tan @garrytan
Retweeted
Angel Eduardo Angel Eduardo
"At this point, I really have to question the seriousness of anyone who claims that the evidence shows that social media is bad for kids. We’re now reaching a point where the research is increasingly overwhelmingly pointing in the other direction."
https://www.techdirt.com/2023/12/18/yet-another-massive-study-says-theres-no-evidence-that-social-media-is-inherently-harmful-to-teens/
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
If you wanna work on OpenClaw with payroll, check this out.

Howie Xu: My AI team at @GenDigitalInc co-hosted an @openclaw security event at @OneRSAC in SF yesterday with maintainers @joshavant @odysseus0z @vincent_koc and builders across the ecosystem 📷

The energy is high. Josh laid out OpenClaw team's commitment to security, but one thing was

Peter Yang
Peter Yang @petergyang
Retweeted
@aaronjmars @aaronjmars
every CEO / exec should train a SOUL.MD, then let employees use it for internal PR / reviews
won't be perfect, but can easily speed up process by x2
Peter Yang: The biggest time-waster at most tech companies isn't meetings or Slack.
It's trying to predict what your leader wants.
In my latest post, I break down how a VP at Meta solved this by building an AI skill that reviews docs in his voice:
→ What the /exec-review skill does
Matt Turck
Matt Turck @mattturck
Retweeted
logan bartlett logan bartlett
http://x.com/i/article/2037631773954502656
Garry Tan
Garry Tan @garrytan
Retweeted
Monthanus Ratanapakdee Monthanus Ratanapakdee
This decision is devastating for our family and community. My father was vulnerable, unprovoked, and did nothing to deserve what happened. Accountability matters, and we will continue to stand for safety, dignity, and justice for our seniors.
KRON4 News: Man who fatally assaulted elderly Thai man to be released on probation, SF judge rules: https://www.kron4.com/news/bay-area/man-who-fatally-assaulted-grandpa-vicha-to-be-released-judge-rules/
Garry Tan
Garry Tan @garrytan
Retweeted
Bo Wang Bo Wang
Three weeks ago I shared that Claude had shocked Prof. Donald Knuth by finding an odd-m construction for his open Hamiltonian decomposition problem in about an hour of guided exploration. Prof. Knuth titled the paper Claude’s Cycles.
The story didn't end there.
The updated paper shows the story got much bigger. For the base case m=3, there are exactly 11,502 Hamiltonian cycles. Of those, 996 generalize to all odd-m, and Prof. Knuth shows there are exactly 760 valid “Claude-like” decompositions in that family.
The even case, which Claude couldn’t finish, was then cracked by Dr. Ho Boon Suan using GPT-5.4 Pro to produce a 14-page proof for all even m≥8, with computational checks up to m=2000.
Soon after, Dr. Keston Aquino-Michaels used GPT + Claude together to find simpler constructions for both odd and even m, by using the multi-agent workflow.
Dr. Kim Morrison also formalized Knuth’s proof of Claude’s odd-case construction in Lean.
So yes: the problem now appears fully resolved in the updated paper’s ecosystem of human + AI + proof assistant work!
We went from one AI solving one problem to a full mathematical ecosystem (multiple AI systems, multiple humans, formal verification) running in parallel on a problem that stumped experts for weeks.
We are living in very interesting times indeed.
Paper (updated): https://www-cs-faculty.stanford.edu/~knuth/papers/claude-cycles.pdf
Bo Wang: Prof. Donald Knuth opened his new paper with "Shock! Shock!"
Claude Opus 4.6 had just solved an open problem he'd been working on for weeks — a graph decomposition conjecture from The Art of Computer Programming.
He named the paper "Claude's Cycles."
31 explorations. ~1 hour.
Garry Tan
Garry Tan @garrytan
Retweeted
Gabe Stutman Gabe Stutman
Ro Khanna opponent Ethan Agarwal claims that a Khanna staffer reached out to him to strongarm him into dropping out of the Congressional race. If not he would "be making an enemy of the President of the United States" come 2029, the staffer said per Agarwal
Agarwal for Congress: Now I know why everyone hates politicians.
Let's start with some context.
We announced our campaign March 3rd.
In the last three weeks, we've been gaining really great traction.
We've been hitting @RoKhanna hard on his ongoing stock trading activities, over $600m(!) in his
Garry Tan
Garry Tan @garrytan
Retweeted
Lulu Cheng Meservey Lulu Cheng Meservey
Going direct doesn’t mean never talking to the press and instead doing long-form podcasts (although All-In is an amazing platform)
It means establishing direct comms to avoid dependence on others, including reporters
It means making your own content, speaking live, doing trusted podcasts - basically filterless mediums where you don’t have to rely on misaligned third parties to represent you fairly
But self-reliance doesn’t mean wholesale knee-jerk rejection of all media, just as sovereignty doesn’t mean rejection of all potential allies. It’s “and” not “or”
Elon is fine boycotting media because he owns the global town square. But if you run a startup that’s selling to banks, maybe you should care about financial press because your customers do
When I began advocating to go direct a few years ago, the world was different. Relying on media as the main way to communicate publicly was the default. Against that backdrop founders needed to rotate hard to direct channels
Now, going direct is already the default for corporate communications. Being judicious and opportunistic about the right media to work with (whether journalists, podcasters, bloggers, YouTubers) is a complement, not a replacement, to going direct
@jason: Founders: take my advice... do not talk to the press, go direct and do long-form podcasts.
Wired and the NYT are as biased as Fox News and MSNOW these days
This is a function of their need to pander to one side to survive, be it through $ 3-a-month subs or rage-baiting
Zara Zhang
Zara Zhang @zarazhangrui
Best Careers page I’ve ever seen

Eric Glyman: We only hire builders (and we’re on a hiring spree)!

Reply with something you've built. I'll read them personally. We’re interviewing the best ones.

You’ll be a good fit if you:

- work best without permission
- default to “how could I automate this”
- had weird teenage hobbies

Peter Yang
Peter Yang @petergyang
Retweeted
Cristina Cordova Cristina Cordova
The era of spending a few days to scope a project is officially over.
Watch @TheLenaVu (yes, a human, not AI) use the Linear Agent to crawl your backlog, prioritize, draft your PRD, and assign the work. And then, turn it all into a skill you can use for next time.
Linear: A fully scoped project. Built from what your workspace already knows about your product and customers.
Learn how to use Linear Agent to turn context into execution by drafting project requirements, suggesting milestones, and organizing issues.
Peter Steinberger 🦞
Peter Steinberger 🦞 @steipete
Retweeted
Ruben Casas 🦊 Ruben Casas 🦊
Found this gem from @DavidKPiano on the hashtag 💪 site
That punchline hits hard 😂
Garry Tan
Garry Tan @garrytan
Retweeted
Deva Hazarika Deva Hazarika
I believe this guy should have been found guilty of murder. The jury disagreed. His defense was he was having a bad day and got angry because he thought this guy was looking at him. If you believe his own words to be true, how can that person be allowed unsupervised in society?
Monthanus Ratanapakdee: Watson walked free after killing an 84-year-old man in San Francisco in 2021, leaving the community devastated.
https://americancommunitymedia.org/news-exchange/justice-denied-for-late-grandpa-vicha/
Garry Tan
Garry Tan @garrytan
Retweeted
Asra Nomani Asra Nomani
It took me about 80 hours of work to find and confirm the 223 transactions that flow through this ideological pipeline from American tycoon Neville Roy Singham in Shanghai to the U.S. and then to the world.
I used eyeball intelligence, studying scores of IRS 990 filings.
I am so grateful to a young data scientist on Fiver who taught me how to use Flourish, a data visualization tool.
It took about 20 more hours to create this interactive visualization and the best part is the data is visible if you click on any stream.
Why did I work so hard to share this with you?
Because once you see the truth, you cannot unsee it.
And I want you to be armed with the data and receipts, so you can assess the threat of communist money flowing into the U.S. from an American tycoon in Shanghai who thinks America is a fascist state that must be toppled.
Know “the enemy.”
I am so grateful to the incredible Fox News social media team for sharing this video with you.
You are now inoculated with truth.
Fox News: Follow the money 👀
Dan Shipper 📧
Dan Shipper 📧 @danshipper
Retweeted
Brandon Gell Brandon Gell
We're looking for one team of 10+ people to all onboard to +1 and skip the list. Anyone interested? You need to be willing to go all in with us and give a ton of feedback.
Josh Woodward
Josh Woodward @joshwoodward
Our "Veo Sailor" from the Veo 3 launch wants to remind you: "You can still make videos in Gemini" :)

Google Gemini: A reminder as you head into the weekend…

swyx
swyx @swyx
Retweeted
Anjney Midha Anjney Midha
so @mabb0tt and I are once again volunteering to teach http://cs153.stanford.edu
there are so many new frontiers to be pioneered
thank you to our speakers like @karpathy @bhorowitz @brendaniribe @DavidBaszucki @LiamFedus @ekindogus @sama for investing in the next generation
Garry Tan
Garry Tan @garrytan
Retweeted
Anjney Midha Anjney Midha
so @mabb0tt and I are once again volunteering to teach http://cs153.stanford.edu
there are so many new frontiers to be pioneered
thank you to our speakers like @karpathy @bhorowitz @brendaniribe @DavidBaszucki @LiamFedus @ekindogus @sama for investing in the next generation
Garry Tan
Garry Tan @garrytan
Retweeted
💥Susan Dyer Reynolds🗞️ 💥Susan Dyer Reynolds🗞️
Antoine Watson is smiling and his S.F. taxpayer funded lawyers are hugging him after he got off for killing an 84-year-old man.

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