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AI Builders 日报 — 8月12日

追踪 AI 领域真正在做事的人,而不是空谈者。

今日思考

今天最值得注意的信号不是某条具体帖子,而是几条推文共同指向的趋势:AI 辅助编程正在从"工具"进化为"工作流操作系统"。Garry Tan 的 GBrain 将 23 个 Claude Code 工具链固化为可复用系统,Vercel 的 AI SDK 工厂在四周内贡献了 35% 的 PR 并关闭了 70% 的 issue,Lovable 以 130 亿美元估值融资 4 亿美元——这不是三个独立事件,而是同一逻辑的三个切面:当 AI 能接管足够多的工程环节,单人开发者的产出正在逼近小型团队。下一步是规模化这些工作流的可靠性,以及让它们真正自主运维。


产品与发布

GBrain v0.45.6.0

Garry Tan 发布了 GBrain 新版本,新增 17 个 brain skills,这些技能经过他本人 OpenClaw agent 处理数十万 markdown 文件的实战打磨。GBrain 现在同时支持 Codex 和 Claude Code。faviconx.com

Vercel 部署量同比增长 3 倍,数据库从 Redis 迁移至 DynamoDB

Guillermo Rauch 透露,Vercel 部署量自年初以来增长 3 倍,最近 6 个月又增长 2 倍,背后是 AI 编程 agent 的爆发式使用。同时 Vercel 完成了构建数据库从 Redis 到 DynamoDB 的迁移,迁移期间服务持续承载每分钟 6000 次部署。faviconx.com

Vercel AI SDK 软件工厂

Vercel 公开了其 AI SDK 的自动化开发流程:每个开发环节由一个 AI agent 负责,人类负责合并 PR。上线四周后,该工厂作者了最多 35% 的合并 PR,关闭了 7 月 70% 的 issue,公开 bug 减少了 25%。faviconx.com

Digg 重新上线:面向 AI agent 的新一代 digg.com

Kevin Rose 宣布重新上线后的 digg.com 完全基于 AI agent 运行:100 多个并发任务/agent/judge,自动聚类、情感分析、图片生成、Newsletter 生成,全部由 Grok 模型驱动。流量环比增长 20% 以上,由 Vercel 提供基础设施支持。faviconx.com

Seedance 2.5 登陆 Vercel AI Gateway

Seedance 2.5 视频生成模型已集成至 Vercel AI Gateway。faviconx.com


观点与判断

Garry Tan (Y Combinator 总裁)

  • YC 创业学校 2026 的核心忠告:让公司更容易行动 Garry 转发了一条总结,汇集了 YC 创业学校 2026 六场演讲的共同主题:创始人要把公司从等待 founder 的状态中解放出来。Max Hodak 说"不要让每个小决策都等 founder 审批",Garry 本人说"如果一个 AI 工作流有用,就把它变成可重复的系统",Patrick Collison 说"把重要想法记在脑子里,不只存在工具里"。faviconx.com

  • gstack:将 Claude Code 变成完整工程组织 Garry 转发了关于 gstack 的介绍——一个 128k star 的开源项目,将单个 Claude Code 工作流拆分为产品、工程、QA、审查、发布 23 个工具 lane。Garry 透露,用这套体系在 60 天内交付了 3 个生产服务和 40 多个功能,同时还在全职运营 YC。faviconx.com

  • Paul Graham:YC 47 届了,我几乎和每届都聊过 Garry 转发了 Paul Graham 的帖子,这是他第 47 次参加 YC,PG 说每次都会重新写演讲稿,虽然内容和往年有大量重叠。faviconx.com

  • Physical Intelligence:机器人正在进入 GPT 时代 Garry 转发了 YC 关于 Physical Intelligence 联合创始人 Chelsea Finn 在创业学校 2026 的演讲,主题是强化学习如何将机器人吞吐量提升 2 倍,以及为什么机器人领域正在经历从专用模型向通用系统的范式转移。faviconx.com

Guillermo Rauch (Vercel CEO)

  • AI SDK 工厂代表了自维护软件的未来方向 Rauch 评价 Vercel 博客文章称,这篇文章是理解如何在大规模开源 AI 库开发中平衡质量和自主性的必读之作。AI SDK 是全球最流行的开源 AI 库之一。faviconx.com

Matt Shumer

  • Grok 4.7 将在 3-4 周后发布,额外注入 SpaceX 公司数据 Elon Musk 透露 Grok 4.7 初始训练已完成,正在进行补充训练阶段,使用 SpaceX 公司数据强化。Matt Shumer 评论:"Elon 即将赢得这场竞赛,年度最大逆转。"faviconx.com

swyx (AI Engineer)

  • Lovable 融资 4 亿美元,估值 133 亿美元,成为帮人生成的企业 swyx 转发了 Lovable 联合创始人 Anton Osika 的公告:Lovable 上构建的应用每月获得 9 亿次访问,过去 12 个月 ARR 翻了四倍。Osika 表示他们的目标是"成为构建和运营企业最直观的平台",并强调保持模型无关性,由平台自动为每个任务选择最优模型。faviconx.com

  • 开源社区响应 swyx 的 SaaS 挑战:用 StageStack 给出答案 swyx 发起的 eval 竞赛收到来自巴西开发者 Alvaro Oliveira 的开源响应,在父亲节周末用 AI 辅助开发完成了 StageStack——一个具备完整域名、邮件功能、dev/staging/prod 环境的生产级项目。swyx 最初只是想挑战高价企业 SaaS 垄断,没想到社区用开源方案直接回应。faviconx.com

Viv (AI Engineer)

  • 持续学习的公司最终都会变成可观测性与 Eval 公司,反之亦然 Viv 在 AI Engineer World's Fair 2026 演讲中提出:环境与 Eval 是 agent 改进的货币,最好的 Eval 来自大规模生产数据挖掘;用" Harness Eng - PostTrain - Harness 三明治"是驾驭开源模型的良方;不存在通用模型或通用 harness,针对任务优化 model-harness-task 契合度永远有效。faviconx.com

技术动态

John Carmack (ID_AA_Carmack)

  • 用"燃烧的百元钞票"来衡量研究算力投入 Carmack 给 Keen Technologies 研究者的算力支出建议刷屏:每次实验运行时,在脑中想象一叠百元钞票被点燃,然后用它换取的知识来衡量值不值。他说当前的研究在"用钱换洞察力"这件事上处于历史较好位置,但钱仍然可以被挥霍掉。faviconx.com

Matt Shumer

  • Jeremy Berman 以 96.2% 解题率打破 ARC-AGI-3 纪录 Berman 使用 Opus 5 配合 Claude Code,以 96.2% 单次通过率和 99.3% pass@2 几乎完全解决了 ARC-AGI-3 测试,其方案几乎不含 ARC 特定逻辑,核心是 Claude Code + Opus 5(high)+ 文件系统日志。Matt Shumer 称其为"ARC-AGI 的终极破坏者,无人能及"。faviconx.com

swyx

  • 如何窃取前沿模型的推理痕迹:年度最重要论文之一 swyx 推荐了一篇引发广泛讨论的论文——研究者发现一种 API 漏洞,可以提取前沿模型的隐藏推理 token 数量,且与实际计费推理 token 数 1:1 匹配。这一发现对模型安全性和 API 计费模式都有深远影响。faviconx.com

X / Twitter

59
amasad
amasad @amasad
Retweeted
Scott Kennedy ⠕ Scott Kennedy ⠕
A great deep dive on Replit, the long road to overnight success, and some of what comes next:
https://www.inc.com/ben-sherry/replit-founders-built-a-1-billion-vibe-coding-empire-now-their-biggest-partners-are-coming-for-it/91376870
rauchg
rauchg @rauchg
The growth of @aisdk has been astonishing. ~80.5M downloads every 30 days, and growing faster than all AI labs SDKs. Most importantly: open and provider-agnostic.


AI SDK: AI SDK has crossed 20M downloads per week.

We’re grateful to every developer who helped us reach this milestone.

petergyang
petergyang @petergyang
Trying to onboard my parents to ChatGPT desktop app and the separation between Chat, Work, and Codex and the lack of consistency across ChatGPT web, desktop, and mobile apps is all incredibly messy.

I think the team should do a clean up / quality pass or maybe ask Codex to do it.

(I say all this as a Codex fan)
petergyang
petergyang @petergyang
Getting many messages like these for /human-review.

It's now at 717 GitHub stars!

Try it here for free and ⭐ it if you like it: https://github.com/petergyang/human-review


Peter Yang: My last open-source skill, /no-ai-slop, clearly hit a nerve with 4K GitHub stars.

Today, I’m introducing /human-review, another free AI skill I think you’ll love.

Let’s face it - giving feedback to AI in chat is painful. Asking it to “update the 3rd paragraph” or “update image

rauchg
rauchg @rauchg
Many people are saying

Aniket Pawar: upgrading to next.js 16.3 can literally solve all your life problems

speaking from personal experience, @timneutkens ilu 🫶
garrytan
garrytan @garrytan
Retweeted
Richard Hanania Richard Hanania
In this house we believe…in Flock and data center maxing. https://www.richardhanania.com/p/flock-mass-surveillance-and-the-collapse
garrytan
garrytan @garrytan
Retweeted
CyrilXBT CyrilXBT
garry tan just open-sourced a 128k-star repo that basically turns claude code into your entire engineering org
it’s called gstack: 23 tools that break a single claude workflow into product, engineering, qa, review, and release lanes
> /office-hours turns a rough idea into a real product spec
> /plan-ceo-review + /plan-eng-review try to tear the plan apart before any code ships
> /review hunts for bugs and patches them
> /qa spins up an actual browser and tests the app end to end
> /ship runs the final checks and pushes the pr
think → plan → build → review → test → ship → reflect
garry says this setup let him ship 3 production services and 40+ features in 60 days while still running yc full-time
one developer sets the compass. the repo runs the loop.
CyrilXBT: http://x.com/i/article/2077510152983658496
garrytan
garrytan @garrytan
Retweeted
Lloyd Armbrust Lloyd Armbrust
PG buying domains for random S26 companies is the most PG thing I’ve ever seen
garrytan
garrytan @garrytan
Retweeted
Paul Graham Paul Graham
Talked to startups at YC for 7 hours straight. I think that's about the limit. I didn't quite saturate demand, but I got within about 20 founders of it.
amasad
amasad @amasad
Retweeted
Mbiti Mwondi Maino,MD Mbiti Mwondi Maino,MD
No lies yesterday I made a cool $450 in 2 hours maximum vibecoded by Replit up and running.
Laban Mogire: Unaweza pata Senior vibecoders aka joyriders kama @mbiti_mwondi na @KhalifKairo wanapata website development gigs juu ya connections na audience but mimi hapa Principal Engineer sipati gig bana. Me and 96 other Principal Engineers
swyx
swyx @swyx
this is already one of the most important papers of this year.

https://www.latent.space/p/ainews-how-to-steal-a-reasoning-trace

the methodology doesnt seem clearly explained so here are some notes with a further distillation

Alexander Panfilov: We can finally talk about it:

We found a way to extract hidden reasoning of frontier models using a vulnerability in the APIs of every frontier AI company.

We verified that our reasoning token count matches billed API thinking tokens 1:1 for most of the prompts we queried.

garrytan
garrytan @garrytan
Retweeted
Pari Latawa Pari Latawa
Dinner with PG today! Here are some things I learned:
1. 10% week on week growth is the most important target. if you can sustain it, it’s hard to fail and narrows the problem (also helps you ignore everything that doesn’t move this growth rate)
2. Many great companies have a second growth surge years in, which is the “second wind phenomenon”. You can’t predict it, but you just have to be there & be committed when it arrives
3. You’re naturally formidable on topics you know deeply. Steer conversations to your domain expertise and it makes you formidable!
swyx
swyx @swyx
Retweeted
Anton Osika Anton Osika
Lovable just raised $400M at a $13.3B valuation to build the business that helps build businesses.
Apps built on Lovable now get 900M visits every month, and we’ve quadrupled ARR in the last 12 months.
Since we started, Lovable has become the place where founders create million dollar businesses, business leaders spin up new product lines, and people inside companies rewire workflows and build tools that fit their exact needs, typically at a fraction of what software used to cost.
There’s a lot more to do.
We will create the most intuitive platform to build and run a business.
That means:
- Understanding what success looks like for you, then helping you achieve it. Not only ensuring your software works but also that you can attract customers, improve workflows, and grow your company.
- Deeper integrations that work with your existing tech stack so you can build the interface to your entire business across sales, ops, marketing, finance, etc.
- Becoming the safest platform to build and run your business on, which means secured code by default and that you get help to make safe decisions. As you build, the platform carries more of the security weight, spotting risks and helping you close them, so you can move fast without needing to become a security expert.
- Staying model-independent and orchestrating the best models for every task so you don’t have to. We’ll continue to absorb the complexity of evaluating and teaching models to route to the best ones in the background, to minimize cognitive load for our users.
As more people depend on Lovable, the quality standards our team is driving increase every single day.
We’re growing the team with people with a founder mindset: curious, ambitious, and who think end to end. Model training, product geniuses, infrastructure tinkerers, and security are the priority.
The world is full of ambitious people with deep knowledge of problems worth solving. Very few of them have historically had the power to act on them. Our ambition is to give people that power, and then help them achieve more than they thought possible.
Thank you to everyone who has followed along our journey. Thank you to @MenloVentures for leading, the Scaleup Europe Fund (managed by @eqt) for co-leading, and all of the new and returning investors who recognize our global ambitions and will help make them a reality.
We have made a lot of progress but we are nowhere close to done, it’s still day zero.
See our blog: https://lovable.dev/blog/series-c
ylecun
ylecun @ylecun
Retweeted
Kenneth Roth Kenneth Roth
Why is America's privatized healthcare system often so much inferior to the public healthcare systems offered in Europe? Who is pulling the wool over the eyes of Americans? This is worth a read: https://trib.al/98MllQm
swyx
swyx @swyx
Retweeted
levent levent
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garrytan
garrytan @garrytan
Retweeted
Amit Singh Amit Singh
I watched six talks from @ycombinator Startup School 2026.
Six different conversations, but the advice kept coming back to one thing:
FOUNDERS NEED TO MAKE IT EASIER FOR THE COMPANY TO MOVE.
@maxhodak_ : Do not make every small decision wait for the founder.
@garrytan : If an AI workflow is useful, turn it into a repeatable system.
@patrickc : Keep the important ideas in your head, not only in your tools.
@alexandr_wang : As intelligence gets cheaper, ambition matters more.
@sama : Help good people before you need anything from them.
@JensenHuang : When reality proves the plan wrong, change the plan.
None of these is a shortcut.
They are habits that make a company faster and harder to break.
#Startups #Founders #YCombinator
garrytan
garrytan @garrytan
Retweeted
David Senra David Senra
Lulu (@lulumeservey) is the best in the world at what she does.
She’s the go-to comms strategist for Silicon Valley and many of the top founders in tech trust her.
She’s an advocate for going direct, has built a singular career and shares everything she’s learned.
0:00 From China to America
2:08 Learning to Read the Room
6:18 Building a Movement
7:30 Learning Comms by Doing
10:50 Anduril as an Insurgent
15:07 The Power of a Manifesto
18:47 Go Direct
26:45 Conviction Over Charisma
31:30 Why Rostra Exists
33:23 How AI Leaders Lose Trust
40:40 Tell a Better Story
47:55 Do Things That Can't Be Faked
50:55 The Return to Beauty
57:11 Originality Over Templates
1:04:02 Do What Only You Can Do
1:07:14 The Jetsons Rule
1:10:41 Trust Yourself
1:12:29 Why Humans Crave Stories
Includes paid partnerships.
rauchg
rauchg @rauchg
Reply with your critical Vercel dashboard feedback and we will fix!

wits: I lead the dashboard team at Vercel

every day we ship some changes based on a feedback channel in our Slack

reply here with your feature requests, bug reports, or any other feedback and I'll forward it to that channel
garrytan
garrytan @garrytan
Crowley is smart. Listen to Crowley.
petergyang
petergyang @petergyang
Retweeted
Peter Yang Peter Yang
I believe the way we use computers will soon change forever.
We’re moving from doing work manually with a keyboard, mouse, and laptop to directing agents in the cloud using our voices.
In my new essay, I cover why:
1. Voice is becoming the orchestration layer
2. Personal computers will move to the cloud
3. Trust will be the key differentiator
Read it here (it’s 100% free): https://creatoreconomy.so/p/how-we-use-computers-is-about-to-change-forever-ai
petergyang
petergyang @petergyang
I believe the way we use computers will soon change forever.

We’re moving from doing work manually with a keyboard, mouse, and laptop to directing agents in the cloud using our voices.

In my new essay, I cover why:

1. Voice is becoming the orchestration layer
2. Personal computers will move to the cloud
3. Trust will be the key differentiator

Read it here (it’s 100% free): https://creatoreconomy.so/p/how-we-use-computers-is-about-to-change-forever-ai
ylecun
ylecun @ylecun
Retweeted
Brian Roemmele Brian Roemmele
Just got off the phone with an early Anthropic investor.
The situation seems worse than I thought. Morale with investors and employees are at an all time low. Anger is rising at the more and more doctoral leadership that is now isolated.
They asked for my advice and opinion on how they survive as an independent company.
We talked about the cult they tried to hold on to as the company grew and they had no idea how bad the belief system was inside the core group.
I warned them before they invested. What’s really changed is kids grow up and get married and have kids. They mature their political and philosophical views, many leave the cult-like thinking they had as a collage kid. This maturity and new hires that don’t buy into the cult have built a hidden communication system to vent their anger over the increasingly hostile upper priest class.
I had them make connections to engineers that work there for more insights. Many feel stuck between losing the equity they built and mental health of the cult.
I hate to see this and believe Dario means well in his own mind but unfortunately has not thought out how the real world works. And money has insulted him from anyone that could reach him.
It is unfortunately a story as old as time.
This is one of the premier AI companies and they are flaming out. It is not good for anyone other than countries that want to see the US fail.
The investor conceded I was right about how the philosophy these folks held would be their undoing when they asked long ago.
I pray for a good outcome for all.
rauchg
rauchg @rauchg
Deployments on Vercel are up 3x since the start of the year. And 2x the 6 months prior. Agents love deploying.

We supported this growth with excellent uptime, while also shipping 19 build & deploy performance improvements on our public changelog in this period.

Redis served us well since I first created the z̵e̵i̵t̵ Vercel infrastructure 10 years ago, in numerous places. But as many such cases, Dynamo is the right beast for this size of demand.

Vercel: We migrated the database behind every build at Vercel, one of our most critical services, while it handled 6,000 deployments a minute.

The story of how it happened, our philosophy, and what we learned ↓
https://vercel.com/blog/how-we-migrated-the-database-behind-every-vercel-build
garrytan
garrytan @garrytan
Retweeted
Daksh Gupta Daksh Gupta
introducing greptile's linear integration
greptile:
- finds the linear issue associated with your PR (even if it isn't linked)
- ensures that the PR fulfills the requirements of the issue.
sometimes PRs aren't buggy, just incomplete. some of the best teams define "complete" in linear!
garrytan
garrytan @garrytan
Retweeted
Kim-Mai Cutler Kim-Mai Cutler
She just wants a NIMBY muppet to warm the seat for a few years before her daughter steamrolls her.
POLITICO: .@SpeakerPelosi on her preferred successor: “I am for Connie Chan to win that seat.”
“We want more Democratic women in the Congress," she told @jmart. “That is what had been one of my missions in Congress.”
More from her chat at @POLITICOLive's Sacramento Summit👇
garrytan
garrytan @garrytan
Retweeted
Y Combinator Y Combinator
Robots can already fold laundry, make espresso, clean kitchens, and assemble things. The harder problem is getting them to do those tasks reliably, for long periods of time, without a human babysitting them.
At Startup School 2026, @physical_int cofounder @chelseabfinn explains what it takes to build general-purpose robots that work in the real world.
She shares how reinforcement learning pushed robot throughput up 2x, how their systems can run autonomously for hours, and why she believes robotics is entering its GPT era: moving from specialized models toward general-purpose systems that can work across tasks, robots, and environments.
00:00 — The State of Physical Intelligence
01:23 — What It Takes to Make Robots Useful
05:11 — The Reliability Problem
07:43 — Reinforcement Learning for Robotics
09:35 — Learning From Failures
12:43 — Training Robots to Improve Themselves
14:21 — Can a Robot Work for 13 Hours Straight?
17:36 — Why Robots Need Memory
21:22 — Building a General-Purpose Robot
25:02 — From Fine-Tuning to Out-of-the-Box Models
27:35 — Training on All the Data
30:20 — One Model That Beats the Specialists
31:21 — Compositional Generalization
37:49 — The GPT Era of Robotics
39:49 — Q&A
garrytan
garrytan @garrytan
California can be 10x better without any asset seizure just by having the state stop lighting money on fire

Pirate Wires: Los Angeles mayoral hopeful Nithya Raman chaired the City Council’s Housing and Homelessness Committee from January 2023 until... yesterday, when the Council president essentially fired her.

What was her record like up until that point? Under Raman’s watch...

• Unsheltered

garrytan
garrytan @garrytan
Retweeted
Diana Diana
robotics is getting close to its GPT era
in conjunction with the dyna-2 results published this week, it showed signs of scaling laws applying to robotics
exciting times!
Y Combinator: Robots can already fold laundry, make espresso, clean kitchens, and assemble things. The harder problem is getting them to do those tasks reliably, for long periods of time, without a human babysitting them.
At Startup School 2026, @physical_int cofounder @chelseabfinn explains
rauchg
rauchg @rauchg
Towards a future of self-maintaining software.

Must read of how we balance quality and autonomy for the development of @aisdk, one of the most popular open source AI libraries in the world.

Vercel: We built a software factory for AI SDK.

Each step is an agent, and humans merge changes. Four weeks in:

▪️ The factory authors up to 35% of merged PRs
▪️ It closed 70% of issues in July
▪️ Open bugs are down 25%

https://vercel.com/blog/building-a-software-factory-for-ai-sdk
garrytan
garrytan @garrytan
Retweeted
Noah Smith 🐇🇺🇸🇺🇦🇹🇼 Noah Smith 🐇🇺🇸🇺🇦🇹🇼
Idea for Democrats: Just nominate candidates who DON'T think they live in "the heart of Empire" and that their mission in life is to destroy Thanksgiving and football and the Fourth of July
Kalshi Politics: WISCONSIN GOVERNOR WINNER ODDS:
(+/- change from 2 days ago)
🟦 Democratic Party: 75% (+37%)
🟥 Republican Party: 25% (-37%)
garrytan
garrytan @garrytan
Retweeted
Tyler Bosmeny Tyler Bosmeny
Some things never change
garrytan
garrytan @garrytan
GBrain just dropped v0.45.6.0 which added 17 new brain skills hardened through my own personal OpenClaw agent with hundreds of thousands of markdown files.

A personal AGI is one that works for you. GBrain now works with Codex and Claude code, btw.

https://github.com/garrytan/gbrain
ylecun
ylecun @ylecun
Retweeted
Headquarters Headquarters
Here is a list of government recalls and alerts for contaminated food or skipped inspections during Trump's second term:
—August 2026: Jalapeños, Salmonella contamination - 345 illnesses, 36 hospitalized
—August 2026: Pastrami/Corned Beef, Listeria risk
—August 2026: Argentinian Beef, skipped inspection
—July 2026: Frozen Blueberries/Mixed Berries, E. Coli contamination - 12 illnesses, 4 hospitalized
—July 2026: Bacon, skipped inspection
—July 2026: Chicken noodle soup, skipped inspection
—July 2026: 19 million eggs - Salmonella contamination, 98 illnesses, 26 hospitalized
—July 2026: Iceberg lettuce, Cyclospora contamination - 6,358 illnesses, 278 hospitalized, 2 deaths
—June 2026: Ready to eat Chicken Caesar wraps, Listeria risk
—June 2026: Infant Formula, Botulism - 4 illnesses, 4 hospitalized
—June 2026: Soft Cheese, Listeria - 12 illnesses, 10 hospitalized, 1 death
—May 2026: Deli meat, Listeria risk
—April 2026: Dairy products, Salmonella risk
—April 2026: Raw Cheddar cheese, E. Coli contamination - 9 illnesses, 3 hospitalized
—April 2026:  Powdered milk/buttermilk, Salmonella risk
—March 2026: Beef and pork products, skipped inspection
—February 2026: Fish products, skipped inspection
—Feb 2026: Ground beef, E. Coli risk
—January 2026: Grilled chicken breast, Listeria risk
—December 2025: Ground Beef, E. Coli risk
—December 2025: Quiche, skipped inspection
—December 2025: Salted lamb, skipped inspection
—November 2025: Infant formula, Botulism - 48 illnesses
—October 2025: Breakfast burritos, Listeria risk
—October 2025: Cauliflower, Listeria risk
—October 2025: Spinach, Listeria risk
— September 2025: Pasta, Listeria risk
— September 2025: Turkey wraps, Listeria risks
— September 2025: Catfish, skipped inspection
— August 2025: Pepperoni pizzas, skipped inspection
—August 2025: Meat products, skipped inspection
—August 2025: Eggs, Salmonella - 105 illnesses, 19 hospitalized
—July 2025: Ham salad, Listeria risk
—July 2025: Frozen vegetable products, Salmonella - 12 illnesses, 4 hospitalized
—July 2025: Eggs, Salmonella, 134 illnesses, 38 hospitalized, 1 death
—July 2025: Turkey bacon, Listeria risk
—June 2025: Meat sauce, skipped inspection
—June 2025: Beef, E. Coli risk
—June 2025: Pork lard and beef tallow, skipped inspection
—June 2025: Prepared pasta meals, Listeria - 28 people infected, 27 hospitalized, 7 deaths
—June 2025: Pistachio cream, Salmonella - 4 illnesses, 1 hospitalized
—May 2025: Chicken products, skipped inspection
—May 2025: Smoked sausage, Listeria risk
—May 2025: Meat pies, skipped inspection
—May 2025: Chicken wraps, Listeria risk
—May 2025: Cucumbers, Salmonella - 69 illnesses, 22 hospitalized
—May 2025: RTE foods, Listeria - 10 illnesses, 10 hospitalized, 1 death
—May 2025: Prosciutto, skipped inspection
—May 2025: Ground beef, E. Coli risk
—March 2025: White chicken chili, skipped inspection
—February 2025: Beef tallow, skipped inspection
—February 2025: Frozen shakes, Listeria - 42 illnesses, 41 hospitalized, 14 deaths
garrytan
garrytan @garrytan
Retweeted
Paul Graham Paul Graham
This is the 47th YC batch. I missed talking to a couple during covid, but except for that I think I've talked to all of them. Strangely enough I actually write new talk notes each time, though I bet there's a huge amount of overlap with what I've said in past years.
amasad
amasad @amasad
Retweeted
Replit ⠕ Replit ⠕
Want lower latency in Replit, and control over where your project previews are hosted?
Pro & Enterprise customers can now choose where new Replit workspaces are hosted.
Pick between North America, Europe, or Asia.
swyx
swyx @swyx
Retweeted
Alvaro Oliveira Alvaro Oliveira
When @swyx posted this, I couldn't stay out of it...fathers day weekend in Brazil, lots of family plans...but I decided to push and try anyway. This is what I ended up with: https://github.com/EquipeAI/stagestack
When Swyx posted this, I couldn't stay out of it…Father’s Day weekend in Brazil, lots of family plans...but I decided to push and try anyway. This is what I ended up with: https://github.com/EquipeAI/stagestack
It has all the features Swyx and the team asked for. I didn't want it to look like a POC or throwaway code, so this has a real domain, the email features actually work, we have dev, staging, and prod environments. None of this could be done, this quickly, without AI as a partner during the build process.
I hope the community finds it useful. I really hope Swyx and the team find value in this.
Try it at http://stagestack.dev, it works well on desktop and mobile.
swyx: ## eval competition idea: Help kill my SaaS
my team is proposing to pay >$40k/year for enterprise saas we have never used and will never be able to customize.
as a smol business owner, this feels shitty.
thinking of doing a small remote hackathon:
- i cover $1000 in tokens
garrytan
garrytan @garrytan
Retweeted
M. Nolan Gray 🥑 M. Nolan Gray 🥑
With prices and rents rising this rapidly, every day that San Francisco isn't in the midst of a building boom is a complete and total policy failure.
The Wall Street Journal: The AI boom has pushed the bruising race for housing in San Francisco into overdrive, with a lack of supply colliding with sky-high salaries. https://on.wsj.com/4fY7NdG
ID_AA_Carmack
ID_AA_Carmack @ID_AA_Carmack
One of the Keen researchers asked for guidance on compute expenditures. I replied: “Visualize the stack of $100 bills being set on fire with each run and weigh it against the knowledge sought.” In many ways, research today is in a better position to turn money into insight than ever before, but it can still be squandered.
ylecun
ylecun @ylecun
Retweeted
Jake Scott, MD Jake Scott, MD
The “covered up” data was published in the New England Journal of Medicine in September 2021, where it has sat, publicly, for five years. It shows vaccinated women miscarried at the same rate as everyone else, about 1 in 8. The 82% figure comes from a denominator error: it counts only pregnancies that had already ended, months into a nine-month process, which at that point meant mostly the losses. The healthy pregnancies were still ongoing. A cover-up conducted by publication in the world’s most-read medical journal is a genuinely novel approach.
rauchg
rauchg @rauchg
Digg was by far my favorite site of the web 2.0 era. Getting my tech essays onto "the digg front page" was one of the coolest memories of my teenage years 😁

So happy to be powering the new, agent-native http://digg.com on @vercel. Full 🕳️

Kevin Rose: Two months in after relaunch, really proud of the @digg crew: @addison and @JustinMezzell @maubrowncow -- 100+ running tasks/agents/judges, automated clustering, sentiment analysis, image creation, newsletters, everything... traffic is up 20%+ MoM, @grok models have been great at

ylecun
ylecun @ylecun
Retweeted
Daniel Jeffries Daniel Jeffries
I can't blame regular, every day folks from being scared or angry about AI.
Too many AI execs were out there shouting about how AI would take all the jobs, eat your children, and kill your puppies.
If I heard that as I regular person, I'd go, "Uh, WTF? No way, we don't want that! How do we stop that?"
There are also actual lunatics whose job it is to scare them. They get paid to write books and go on podcasts and the news and talk crazy town about AI killing us all and how only mass authoritarianism can save them.
In any other time before social media they would be confined to the lunatic fringe. But today, any crazy train can get 1M followers.
Unfortunately, what regular people are worried about with AI is not grounded in reality. They've been terrified by scary bedtime stories by highly neurodivergent folks who read too much sci-fi and thought it was a documentary or who are just hallucinating like Tim Leary on a bad bender that they're rational when they're totally irrational.
Let's be clear, there are real fears about AI. But they're not the ones anyone is talking about. They are:
Mass surveillance and war.
Not one thing is being done about either and it will not be because government will always reserve the right to do both and will never restrict themselves on either front. Full stop.
Or how about, privacy?
Nothing being done about it.
Talk to your AI about your pending divorce and watch it show up in court. We are going in the opposite direction and people are cheering it on like it's a good thing.
When you see the complaints about AI, they make no sense because they make no sense at the surface level. They are nonsense arguments but you can't understand those arguments based on the content of the argument. You have to understand that it is a deeper fear that is rising from the well and the person has no context or compass to express it clearly and rationality so they come up with something, anything, to express that fear, even if it makes no sense.
In essence, all they are saying is: "I'm scared and I don't like this."
The actual complaints are not tethered to reality. But they are real emotions.
And that fear was created by an astroturfed info war campaign, deeper fears about powerful people and big business and the very things people in the industry said coming back to haunt them like chickens coming home to roost.
It's irrational. But it makes sense. It's understandable.
We've got to do much better as an industry and show people a powerful and positive future.
Nobody riots against a future they can see themselves in.
We've got to show them a better one.
garrytan
garrytan @garrytan
Retweeted
Brainbase Labs Brainbase Labs
Introducing Universal Managed Agents API.

UMA expands Anthropic's Claude Managed Agents to 8+ harnesses including Claude Code, Codex, OpenCode, Cursor, Devin, Factory and to 50+ models including frontier and open-source.
Developers can now deploy an agent in seconds without managing infra or credentials on secure sandboxes provided by our Day-0 release partners @modal @e2b and @daytonaio.
Read more on our release blog: https://brainbaselabs.com/blog/universal-managed-agents
ylecun
ylecun @ylecun
Retweeted
Steve Rattner Steve Rattner
After the pandemic, real wages grew strongly across the board — and pay rose faster at the bottom and middle than at the top, by the widest margin on record.
Under Trump, real wage growth has cratered, and the lowest-paid have fallen furthest behind.
swyx
swyx @swyx
Retweeted
Viv Viv
the @aiDotEngineer World Fair always one of the best events every year to talk to builders at the frontier of Research, Agents, Evals, Systems, etc
A few weeks ago I gave a talk on
- Continually Improving Agents
- building Agents to understand data from other Agents
- & a walkthrough of some of our latest work on data agents & post-training experiments
some fun takes:
- Every Continual Learning company will be an Observability & Eval company (and vice versa)
- Environments & Evals are the currency of agent improvement. Agents are literally following the behaviors encoded in Evals. The best way to make good evals is mining Production data at scale
- A good recipe to own your intelligence is using a Harness Eng - PostTrain - Harness sandwich with open models
- Model-Harness-Task fit! There is no universal model or universal harness. You can always build a better agent system by optimizing the model and harness for a given task
if your team is looking to understand your data at scale, build environment/evals, or just improve your agents - reach out, hmu would love to work with you! 🚀
https://youtu.be/CvRngaQZQ3Y?is=x-Z9QaEQpHaEmPYV
garrytan
garrytan @garrytan
We are gonna be markdown skill-maxxing from here

Thank you @illscience for a fun conversation

a16z: Garry Tan on YC, First Principles Thinking, and Progress in the Age of AI

Silicon Valley's advantage is that it gives weird, ambitious outsiders permission to try, find one another, and become insiders through building. Garry Tan learned this firsthand throughout his career at

rauchg
rauchg @rauchg
Seedance 2.5 on @vercel AI Gateway 🐇
mattshumer_
mattshumer_ @mattshumer_
Elon is about to win.

Comeback of the decade.

Elon Musk: @beffjezos Grok 4.7 is significantly better than 4.6 and should be ready in 3 to 4 weeks.

Initial training is complete and now we’re adding a massive amount of SpaceX company data in supplemental training. This will be something special.
garrytan
garrytan @garrytan
Retweeted
a16z a16z
Garry Tan says AI enables a single markdown file to act like an employee:
"If you really want to tokenmax, you have to use something like Hermes Agent or OpenClaw... let me load a million tokens or 800,000 tokens into any given request."
"For a CEO or a founder, it actually makes a lot of sense to do that, and you have to give yourself permission to tokenmax in that way. What you get is, you get to live in 2028 today."
"You do some feat of strength, and then you turn it into a markdown file plus code plus tests that can be reused and put into a cron job."
"A markdown file is an employee. It's an employee that will do the job perfectly every single time, and it'll do it as many times as you want."
@garrytan @illscience
a16z: Garry Tan on YC, First Principles Thinking, and Progress in the Age of AI
Silicon Valley's advantage is that it gives weird, ambitious outsiders permission to try, find one another, and become insiders through building. Garry Tan learned this firsthand throughout his career at
swyx
swyx @swyx
Retweeted
AI Engineer AI Engineer
Live now: our Memory & Continual Learning Track from AI Engineer World's Fair 2026.
Thesis: we scaled intelligence and got the world's smartest novice.
https://www.youtube.com/watch?v=iqloyWCGYQQ&list=PLJiIolUBAW0E
- Beyond Static Intelligence, evaluating continual learning: @pgasawa, UC Berkeley
- Scaling up Continual Learning: @rronak_, Trajectory
- Memory Harnesses for Long-Running Research Agents: @Stefania_druga, http://Sakana.ai
- Scaling Compute on Context: @jxmnop, Engram
- Intelligence + Continual Learning = Expertise: @ysu_nlp, NeoCognition
- Adaption Labs, gradient free continual learning: @sarahookr, Adaption
- Improving Agents is a Data Mining Problem: @Vtrivedy10, LangChain
- Bringing Continual Learning into Enterprises: @samueldenton, Applied Compute
- Designing Agents, The Floor Is the Frontier: @benhylak, Raindrop
- Lessons from Studying Every Memory System: @shloked, Independent
- LLM Knowledge Bases, a practical guide: @bholmesdev, Warp
garrytan
garrytan @garrytan
Retweeted
Bek Bek
Key lessons I learned from @paulg yesterday:
1. Grow 10 percent a week. If you optimize for growth, growth designs the product. Users tell you what to build next.
2. The growth rate is a decision filter. If code is not the limiting factor, stop writing software and go sell.
3. Fundraising is not winning. Money from customers is. A valuation is a prediction of future customer revenue.
4. Believe the no, not the why. Rejection reasons are breakup lines.
5. If everything else fails, keep a small group of users happy. Hang on to that like a rope in a hurricane.
mattshumer_
mattshumer_ @mattshumer_
Jeremy Berman: the ultimate destroyer of ARC-AGI.

No one will ever do it better than him.

Jeremy Berman: I got 96.2% on ARC-AGI-3 with Opus 5, and 99.3% pass@2. The program is basically Claude Code + Opus 5 (high), one action command, and filesystem logs. Almost nothing ARC specific.

https://github.com/jerber/arc-code

garrytan
garrytan @garrytan
Retweeted
Evan Barker Evan Barker
I wrote Nothing Left to force liberals and progressives to reckon with destructive ideas they promoted around race, gender and identity. This week a lot of politicians and pundits are running away from “Woke 1,” but still close to none have engaged publicly with the book.
Disappointing—as I list names, organizations, and people directly involved. Who are still active. I’ve received countless messages from operatives who are telling me it’s still happening. In all wings of the party.
If they were serious about change they would at least engage with my book, but they aren’t.
petergyang
petergyang @petergyang
This is such a beautiful eulogy from Messi to his dad. Got me a bit teary eyed.
petergyang
petergyang @petergyang
Retweeted
Peter Yang Peter Yang
This is such a beautiful eulogy from Messi to his dad. Got me a bit teary eyed.
swyx
swyx @swyx
Retweeted
Sarah Chieng Sarah Chieng
http://x.com/i/article/2087346256041627648
swyx
swyx @swyx
Retweeted
Yu Su Yu Su
Glad to share my talk at @aiDotEngineer Worlds' Fair: Intelligence + Continual Learning = Expertise.
https://youtu.be/I6aiEf3aEFQ?si=YBmYjRRP0A_DZDnE
garrytan
garrytan @garrytan
Retweeted
a16z a16z
Garry Tan says we'll see a wave of exceptional older AI-native founders:
"There's going to be as many Patrick Collisons as ever, but one mega trend that we're seeing is the 35, 40, 45-year-old founder who's been around the block, built a lot of engineering."
"Peter Steinberger is a perfect example of that. He's been around the block. He knows what to build."
"If you take that person, suddenly there's 400 of those people. You can outperform an entire department of any Mag 7."
@garrytan @illscience
a16z: Garry Tan on YC, First Principles Thinking, and Progress in the Age of AI
Silicon Valley's advantage is that it gives weird, ambitious outsiders permission to try, find one another, and become insiders through building. Garry Tan learned this firsthand throughout his career at
garrytan
garrytan @garrytan
Retweeted
Elena Elena
i've always enjoyed reading about the dot com era and its direct aftermath. it's a great reminder that tech cycles are long, unpredictable, and full of troughs of disillusionment before things that feel "inevitable" ever really come to pass. it's particularly funny to think about the crop of stanford kids graduating in '01-'05 (which includes a list of guys like balaji, stephen cohen, joe lonsdale, temporarily sam altman, and ofc garry tan) who started out when most people thought tech was deeply uncool and perhaps even completely over.
so i really love the way this pod begins - with @garrytan recounting what it was like graduating in '03, taking a job at microsoft because it was the practical thing for a young guy with student loans to do, turning down an early offer at palantir (which he eventually did accept as employee #10) then heading deeper into the world of startups and yc.
this podcast hosted by anish (@illscience) is actually a great study in how to get ever-closer to yourself and trusting your gut. there's also (this being anish and garry) a lot about building very useful ai products and living 3-5 (or in garry's case 20) years in the future.
doing what you instinctively know is right, being unhedged, being earnest, or in garry's words, not LARPing, isn't the fastest but it's undoubtedly the best path toward actually having an impact. this conversation is basically an instruction manual in how to do that in all areas of life - from career decisions, to building, to local politics (we probably have garry and a handful of other people to thank for the fact that sf is now a nicer city to live in than nyc).
good pod! check it out! enjoy!
a16z: Garry Tan on YC, First Principles Thinking, and Progress in the Age of AI
Silicon Valley's advantage is that it gives weird, ambitious outsiders permission to try, find one another, and become insiders through building. Garry Tan learned this firsthand throughout his career at
garrytan
garrytan @garrytan
Retweeted
Anish Acharya Anish Acharya
The best part about @garrytan is that he exemplifies the best of Silicon Valley - earnestness, courage, curiosity - all while shipping like a mad man.
We share a similar view that people are insufficiently optimistic about how good it can all be - humans went from having a context window of 7 things to millions, products will be 1000x better than ever before, and companies will be stripped of the soul draining bureaucratic morass that everyone took as a given.
The cool thing about this moment is that the model native generation who are 18-22 are busy designing the world we will all live in 20 years from now. I can’t wait to see it looks likes when they are in charge.
In any case, give the conversation a listen and let us know what you think!
a16z: Garry Tan on YC, First Principles Thinking, and Progress in the Age of AI
Silicon Valley's advantage is that it gives weird, ambitious outsiders permission to try, find one another, and become insiders through building. Garry Tan learned this firsthand throughout his career at

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