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AI Builders 日报 — 5月21日

追踪 AI 领域真正在做事的人,而不是空谈者。

今日思考

今天的信号很清晰:AI 基础设施的造富潮正式启动,YC 的 founder 们正在迎来一波实实在在的政策红利——OpenAI 拿出$2M tokens 给每家 YC 公司,这不是投资,是锁定生态的卡位战。与此同时,swyx 观察到的"只有 boring infra 的人真正赚大钱"和 Garry Tan 的"测量者减少、建造者增加"形成呼应——这一轮 AI 浪潮的受益者,正在从模型本身转向模型周围的基础设施层。


产品与发布

Replit Enterprise

Replit 宣布 Enterprise 版本正式支持自服务购买,几分钟内即可完成企业采购、配置 SSO + SCIM、开始团队协作。amasad 说"We are always excited to talk to customers, but you shouldn't be forced to talk to us to buy the product."——这句话背后是 to-B 软件多年来被销售流程绑架的反叛。faviconx.com

Codex Appshots

Sam Altman 宣布新版 Codex 今天正式发布,新增 Appshots 功能:Mac 用户按 Command-Command 可直接将当前 App 窗口截图 + 文本附加到 Codex 线程,实现"上下文感知编程"。这不是 feature,这是编程范式的改变。faviconx.com

ChatGPT for PowerPoint

ChatGPT 官方推出 PowerPoint 插件,支持直接创建幻灯片、跨整个 deck 问答、在 PowerPoint 内直接修改内容。AI 原生办公套件的战局,正式开打。faviconx.com

Pops

YC 孵化的 AI 游戏平台 Pops 正式上线,用户只需描述一个想法,Pops 即可生成可定制、可分享、可与朋友一起玩的迷你游戏。Garry Tan 说"Sometimes AI can just be really really fun"——这句话比很多融资 PPT 更有价值。faviconx.com

OpenAI for YC Companies

OpenAI 宣布向 YC 春夏季 batch 的每家公司提供$200万 tokens,夏季截止日期延至5月25日。gdb 和 garrytan 先后转发了这个消息。这是 AI 大厂争夺早期 founder 生态的标志性动作。faviconx.com


观点与判断

amasad (Replit 联合创始人)

  • To-B 软件销售模式正在被颠覆 企业客户不需要和销售约会才能买到产品。Replit Enterprise 的自服务模式,是对传统 to-B 销售逻辑的一次正面挑战。faviconx.com

garrytan (Y Combinator CEO)

  • AI 正在消灭"测量者" Cloudflare CEO Prince 两周内裁员20%,不是因为公司困难,恰恰因为业绩创纪录。背后的逻辑是:AI 减少的是"测量型"岗位,增加的是"建造型"工作。世界需要更少的测量员,更多的建造者。faviconx.com

  • 这是 AI 的 Apple II 时刻 我们正生活在 AI 的 Apple II 时刻——今天读到这个的人中,将有人为数十亿人创造未来几十年的个人 AI。Garry 说"I want to be one of them. I want you to be one of them with me!"——这是 YC 对 builder 世代的公开招募。faviconx.com

  • 个人电脑是思维的自行车,个人 AI 是思维的自动驾驶火箭 Garry 在 Tetragrammaton 播客上对 Rick Rubin 说的这句话,正在硅谷 builder 圈子里病毒式传播。faviconx.com

  • 警惕仿冒代币 "This is a scam. There will be no GBrain, GStack or any other token."——Garry 亲自下场辟谣,YC 生态内的仿冒 Token 已经开始出现。faviconx.com

petergyang (Manus AI 联合创始人)

  • 在持续裁员的公司工作对精神健康没有好处 Meta 今天裁员8000人。一位幸存者描述了一位每天只睡4小时、凌晨3点/6点 commit、IC4评级、无 PIP 的同事——依然被裁。"努力工作不会让你在裁员名单上生存下来。你对他们的价值不是你的价值。"faviconx.com

  • Meta 内部文化被称为"饥饿游戏"和"蝇王" 前 Meta 员工Jeremy Bernier:Meta 是他工作过最毒的公司。中文圈称之为"鱿鱼游戏",英文圈叫"饥饿游戏"或"蝇王"——三个名字都准确。faviconx.com

sama (OpenAI CEO)

  • 圣迭戈清真寺袭击事件令人不寒而栗 Sam 对圣迭戈清真寺枪击案表达了深切哀悼。这是少数几条 Sam 没有谈论产品或 AI 的推文。faviconx.com

swyx (AI 基础设施投资人)

  • ** balajis 在 OpenClaw 出现之前就已是 Brian Armstrong 的"一人内部 AGI"** 这个 TIL(今天才知道)揭示了一种范式的预兆:技术型 founder 高管早就开始用 AI 工具做情报和研究工作,只是没有今天这样的工具。faviconx.com

  • AI 基础设施的 boring 公司正在赚大钱 "everyone in AI infrastructure is finally getting filthy rich——not the sexy AI research stuff, just 'boring' infra."——这是对当前 AI 投资逻辑最诚实的描述之一。faviconx.com

  • Local-First 技术栈已经胜出 swyx 断言:如果要快速构建快速应用,这个技术栈已经赢了——Tan Stack Start + Tan Stack DB + ElectricSQL + better_auth + Drizzle ORM + Tailwind + Hono OpenAPI。这是一个可组合的、适合 AI 时代的现代堆栈。faviconx.com


技术动态

gdb (GDB/ChatGPT)

  • OpenAI 在埃尔德什1946年平面单位距离问题上取得数学突破 OpenAI 在一个著名的组合数学问题上取得了里程碑式的新知识生成结果。问题本身连一年级小学生都能理解(将 n 个点放在平面上,使距离为1的点对数最大),但这个问题困扰了数学界80年。"It's very hard to sleep, man"——这是研究者自己的反应。faviconx.com

X / Twitter

49
swyx
swyx @swyx
Retweeted
Mark Saroufim Mark Saroufim
It was an honor to give the keynote at MLSys
Covered how AI systems have evolved, why AI is needed to improve them, why results have disappointed, why the future looks amazing, and why I’m working on this at Core Auto
Recording should be out soon, in the meantime slides
petergyang
petergyang @petergyang
Maybe not working at a company that’s doing layoffs and PSC every few months is better for mental health.

George Pu: Meta cut 8,000 people today.

A survivor wrote about a teammate who slept 4 hours a night for months.

Commits at 3am.
Commits at 6am.
IC4. Strong reviews. No PIP.

Cut anyway.

Working harder doesn't move you up the layoff list.

You don't survive by being valuable to them.

swyx
swyx @swyx
TIL @balajis was a one man internal agi for @brian_armstrong before openclaw existed
ylecun
ylecun @ylecun
Retweeted
Mike Levin Mike Levin
This New York Times piece is worth your time. Here’s what is happening, as simply as I can put it.
Back in January, Trump sued the IRS, an agency he controls, demanding $10 billion over the leak of his tax returns a number of years ago.
IRS lawyers did their jobs. They wrote a memo laying out the defenses that could beat the suit, including the fact that Trump filed too late. His own lawyer was in court when the leaker pleaded guilty in October 2023, more than two years before Trump sued.
The Justice Department never showed up to court. Never argued back. Never used the defenses sitting on their desk.
The judge got suspicious and ordered both sides to explain whether they were actually opposing each other or just colluding. The day before that brief was due, Trump dropped the suit.
Same day, his Justice Department announced a $1.776 billion taxpayer-funded “anti-weaponization fund.” 
Trump gets a formal apology. The IRS agrees to drop any audits of him and his family, even though a 2024 Times report found a loss in an ongoing audit could cost him over $100 million.
The acting Attorney General, Trump’s former criminal defense attorney, picks the five commissioners who decide who gets paid. Trump can fire any of them. Proud Boys and Oath Keepers are not ruled out.
This is the most corrupt thing I’ve ever seen from an American president.
Where in the hell are my Republican colleagues?
https://www.nytimes.com/2026/05/19/admin/irs-trump-lawsuit-deal.html?unlocked_article_code=1.j1A.yiyd.PwJCpsH17y-N&smid=url-share
ylecun
ylecun @ylecun
Retweeted
Kenneth Roth Kenneth Roth
Trump’s latest corruption seems to breach the constitution, creating a $1.8 billion slush fund for his friends without congressional authorization and effectively pardoning himself by stopping IRS audits of him, his family, and his businesses. https://trib.al/7jBHK3r
gdb
gdb @gdb
ChatGPT team ships

ChatGPT: Gone shipping 🚢

gdb
gdb @gdb
our math result is a milestone in new knowledge generation by AI. very exciting to imagine similar results in other scientific fields. "It's very hard to sleep, man" is a pretty good reaction.

Alex Dimakis: A breakthrough by OpenAI in a very famous Combinatorics problem, the Planar Unit Distance problem by Erdos 1946.

The problem is amazing because it can be described to a first-grader: Find a way to place n points on the plane to maximize the number of pairs that have distance

garrytan
garrytan @garrytan
This is a scam

There will be no GBrain, GStack or any other token
garrytan
garrytan @garrytan
Matt Mahan on Ezra Klein, laying out the most pragmatic approach to homelessness in California:

Convert rundown motels into transitional housing. House people from the local neighborhood first. No-encampment zones only AFTER offering real alternatives.

Result: 911 calls drop. Blight drops. Neighborhoods stabilize.

Meanwhile the state spends $1M per unit on new affordable housing that takes years to build.

This is what happens when a politician actually cares about the outcomes for homeless people before writing policy.

https://www.nytimes.com/video/opinion/100000010897310/san-joses-approach-to-homelessness.html
garrytan
garrytan @garrytan
There is a transition here for people across the workforce: the working world needs fewer measurers and more builders

More revenue means there will be more activity and more building, and in the shorter term less measuring

Wall St Engine: Cloudflare CEO Prince on how AI changes who gets laid off first:

Two weeks ago I laid off more than 20% of my workforce. I didn’t do it because Cloudflare is struggling. We posted record revenue growth, have strong free cash flow and are adding an unprecedented number of


ylecun
ylecun @ylecun
Retweeted
Chris Murphy 🟧 Chris Murphy 🟧
Here's how the corruption works:
Thursday: RJ Reynolds donates $5M to Trump
Saturday: Trump invites RJR execs to Mar a Lago; execs ask to loosen regs on flavored vapes; Trump calls up RFK Jr. and tells him to change it
Friday: FDA changes the policy
https://www.nytimes.com/live/2026/05/21/us/trump-news#donation-big-tobacco-vaping
garrytan
garrytan @garrytan
Retweeted
Hemachandiran Hemachandiran
Re @benln Well said. Excellent timing...
Here is the YouTube link to watch the AI series : https://youtube.com/playlist?list=PLoROMvodv4rN447WKQ5oz_YdYbS74M5IA&si=6bmzzbLOIR3sPrCh
petergyang
petergyang @petergyang
Still learning to get better but two things I try to focus on in my interviews are asking about:

1. Real practical examples
2. Topics I'm genuinely curious about

📌 Watch my latest episode here: https://youtu.be/T4ieZPIEmd8


Peter Yang: Here's my new episode with @alexalbert__, who shared an inside look at how Anthropic is building the next Claude.

We talked about how the research team:

→ Plans for the model and harness together
→ Uses Claude to turn user feedback into evals
→ Trains Claude's character &

garrytan
garrytan @garrytan
Attention is the rarest and purest form of generosity. —Simone Weil
garrytan
garrytan @garrytan
Sometimes AI can just be really really fun

It's important to remind yourself that. If you want some fun in your life, try Pops

Y Combinator: Pops (@pops_fyi) lets anyone create and play AI games.

Describe your idea, and Pops turns it into a fun mini game to remix, share, and play with friends. No code required. All you need is an idea. Short-form software.

Congrats on the launch, @alonzuman!

https://www.ycombinator.com/launches/QPl-pops-create-and-play-ai-games-with-friends

garrytan
garrytan @garrytan
Retweeted
Judge Glock Judge Glock
California high-speed rail cost now up to $231 billion. That means the average worker in the state will pay out over $12,000 to fund a single project that almost no one will ride.
CA rail will be studied for generations, a truly once-in-a-lifetime level of government failure.
garrytan
garrytan @garrytan
We are living through the Apple II moment for AI, and people reading this will be some of the people who create the personal AI for billions of people for decades from now.

I want to be one of them. I want you to be one of them with me!

Rockport: The Homebrew Computer Club produced Steve Wozniak. It also produced Steve Jobs.
We turned a 2-hour podcast into a 6-minute summary.
Garry Tan on Tetragrammaton with Rick Rubin — the personal AI revolution, YC, and the pattern that has never once been broken.

garrytan
garrytan @garrytan
The personal computer revolution was about giving everyone a bicycle for the mind

The personal AI revolution is about giving everyone a self driving rocket for the mind

Daniel Birker: Rick Rubin just had Garry Tan on Tetragrammaton.
Worth your time.
@garrytan made the comparison I can’t stop thinking about.
The personal AI revolution is happening right now.
Same as when Apple put a computer in your hands in the 80s.
Overnight, individuals could do what only

petergyang
petergyang @petergyang
🔥🔥🔥

Jeremy Bernier: Meta was easily the most toxic company I've worked for. There's a reason the Chinese call it "Squid Game". Others refer to it as "Hunger Games" or "Lord of the Flies". I think they're all accurate.

The company culture is basically every man/woman for themselves. The performance
amasad
amasad @amasad
We’re always excited to talk to customers but you shouldn’t be forced to talk to us to buy the product.

Replit ⠕: Replit Enterprise is now self-serve!

In minutes you can:
- Buy Replit Enterprise
- Configure SSO + SCIM
- Start building with your team

No contract negotiations. No waiting.

sama
sama @sama
the attack at the mosque in san diego is one of the most chilling i have seen.

my deepest condolences to the victims, families, and community.
ylecun
ylecun @ylecun
Retweeted
Eric Topol Eric Topol
The new issue of Daedalus, the open-access Journal of the American Academy of Arts and Sciences, is chock full of good material on AI. w/@demishassabis @ylecun @alondra @pushmeet and so many others
I wrote about the future of AI-facilitated medicine
https://www.amacad.org/daedalus/ai-science-what-is-the-future-of-discovery
swyx
swyx @swyx
Retweeted
Modal Modal
http://x.com/i/article/2057237807244996608
ylecun
ylecun @ylecun
Retweeted
Hedgie Hedgie
🦔Microsoft canceled its internal Claude Code licenses this week after token-based billing made the cost untenable, even for a company with effectively infinite cloud resources. Uber's CTO sent an internal memo warning the company burned through its entire 2026 AI budget in just four months. American AI software prices have jumped 20% to 37%, and GitHub (owned by Microsoft) is dropping flat-rate plans for usage-based billing across its products.
My Take
The AI subsidy era is ending in real time. The same company that put $13 billion into OpenAI and built the Azure infrastructure powering most of Anthropic's compute just looked at the bill from a competitor's coding tool and decided it was not worth paying. That is not a productivity failure on Anthropic's end. Token-based pricing is forcing every enterprise customer to confront the actual cost of running these models at scale, and the number turns out to be far higher than the flat-rate experiments suggested.
This ties directly to my Gemini Flash post yesterday. Anthropic, OpenAI, and Google all raised effective prices in the last six months. Enterprises that built workflows assuming AI costs would keep falling are now watching annual budgets evaporate in months. Two outcomes look likely from here. Either enterprises scale back AI usage to fit budgets, which slows the revenue ramp the labs need to justify their valuations ahead of IPOs, or the labs cut prices and absorb the losses, which makes the unit economics worse at exactly the wrong moment. Both paths land in the same place, the numbers stop working, and somebody has to take the writedown.
Hedgie🤗
amasad
amasad @amasad
Retweeted
Zhen Li Zhen Li
Build something people pay for, and @Replit will reward you with credits.
vibe coding is fun, but it’s much more fun when people actually care, and paying for what you made
the more successful your product is, the happier we are!
Replit ⠕: You can now earn Replit credits when you monetize your apps with Stripe
Build. Earn. Get rewarded
ylecun
ylecun @ylecun
Retweeted
Mike Levin Mike Levin
This New York Times piece on the January 6th slush fund is worth your time. Here’s what is happening, as simply as I can put it.
Back in January, Trump sued the IRS, an agency he controls, demanding $10 billion over the leak of his tax returns a number of years ago.
IRS lawyers did their jobs. They wrote a memo laying out the defenses that could beat the suit, including the fact that Trump filed too late. His own lawyer was in court when the leaker pleaded guilty in October 2023, more than two years before Trump sued.
The Justice Department never showed up to court. Never argued back. Never used the defenses sitting on their desk.
The judge got suspicious and ordered both sides to explain whether they were actually opposing each other or just colluding. The day before that brief was due, Trump dropped the suit.
Same day, his Justice Department announced a $1.776 billion taxpayer-funded “anti-weaponization fund.” 
Trump gets a formal apology. The IRS agrees to drop any audits of him and his family, even though a 2024 Times report found a loss in an ongoing audit could cost him over $100 million.
The acting Attorney General, Trump’s former criminal defense attorney, picks the five commissioners who decide who gets paid. Trump can fire any of them. Proud Boys and Oath Keepers are not ruled out.
This is the most corrupt thing I’ve ever seen from an American president.
Where in the hell are my Republican colleagues?
https://www.nytimes.com/2026/05/19/admin/irs-trump-lawsuit-deal.html?unlocked_article_code=1.j1A.yiyd.PwJCpsH17y-N&smid=url-share
garrytan
garrytan @garrytan
Retweeted
The Hog The Hog
"We're entering a new dawn of personal AI." - @garrytan
The verdict is in from the GStack x GBrain hackathon: builders loved @TheHogAi ! 🐗
A room of ~250 of the best builders, 12 hours of shipping, and one of the most electric moments in AI we've ever been part of.
The Hog gives every agent eyes and ears in the real world. Enterprise-grade real-time web intelligence and enrichment, all under one unified API and one bill. The same context the biggest companies have, now in any builder's hands.
You can test it for yourself here: https://platform.thehog.ai/
DM our founders @hudsonliao and @paulodoestech for support and free credits!
Watch the recap 👇
swyx
swyx @swyx
everyone in ai infrastructure* is finally getting filthy rich and it is so nice to see them succeed

*not the sexy ai research stuff, just “boring” infra
gdb
gdb @gdb
codex app continues to get extremely good, plus features for businesses and enterprise such as token analytics and plugin sharing

OpenAI Developers: It’s Codex Thursday, and yes, we have updates for you.

First up: Appshots, a new way to bring the context of what you’re working on into Codex.

On your Mac, press Command-Command to attach your app window to a Codex thread. Codex gets both a screenshot and text from the window,

ylecun
ylecun @ylecun
Retweeted
Gavin Newsom Gavin Newsom
Donald Trump is running a theft operation in plain sight. Stock trades. Crypto. Pardons. Slush funds. Sick doesn't even cover it.
garrytan
garrytan @garrytan
SF judges matter a lot, and we have to make a stand. It's time you educated yourself on how to vote for judges in San Francisco

Garry's List: A killer walked free on sentencing day because a judge let him go.

SF voters keep passing reforms. SF judges keep killing them.

June 2. Seat 16. It's the only contested judicial race on the ballot. This one matters.

https://garryslist.org/posts/nothing-changes-until-the-bench-does

ylecun
ylecun @ylecun
Retweeted
Governor Gavin Newsom Governor Gavin Newsom
This isn't just corruption or grift, it's a full-on criminal enterprise.
If Republicans in Congress hadn't sold themselves out completely, they'd shut this down immediately.
Reuters: Since the Trump administration announced the creation of a $1.776 billion fund for Americans deemed to be victims of political 'weaponization,' January 6 Capitol riot defendants and other Trump allies have scrambled to figure out how to get their share https://reut.rs/4tNNu7A
amasad
amasad @amasad
Retweeted
Replit ⠕ Replit ⠕
New business creation on @stripe is up almost 2x year over year.
Our founder @amasad sat down with @patrickc to talk about what's driving it, who's winning, and why entrepreneurship is the most under-appreciated economic story right now.
https://youtu.be/YgYiF86h0yU
garrytan
garrytan @garrytan
Retweeted
Y Combinator Y Combinator
OpenAI is offering $2M in tokens to every YC company in the spring and summer batches.
We extended the summer deadline to May 25 so more founders can get in on it.
http://ycombinator.com/apply
gdb
gdb @gdb
ChatGPT for PowerPoint:

Ryan Brewer: Excited to announce ChatGPT for Powerpoint! This was another super interesting build. Create new slides, ask questions across your deck, and make updates directly in PowerPoint. https://chatgpt.com/apps/powerpoint/

sama
sama @sama
new codex ships today!

OpenAI Developers: It’s Codex Thursday, and yes, we have updates for you.

First up: Appshots, a new way to bring the context of what you’re working on into Codex.

On your Mac, press Command-Command to attach your app window to a Codex thread. Codex gets both a screenshot and text from the window,

garrytan
garrytan @garrytan
Retweeted
Ankit Gupta Ankit Gupta
we're extending the summer batch deadline to let more teams take advantage of the new openai deal for YC companies
if you're a tokenmaxxer, apply by this weekend
Y Combinator: OpenAI is offering $2M in tokens to every YC company in the spring and summer batches.
We extended the summer deadline to May 25 so more founders can get in on it.
http://ycombinator.com/apply
gdb
gdb @gdb
Daybreak for helping cybersecurity at major banks:

Adam.GPT: https://www.afr.com/companies/financial-services/major-banks-use-openai-s-daybreak-for-cybersecurity-defence-20260519-p5zyn9
garrytan
garrytan @garrytan
Retweeted
Alex Miller Alex Miller
Finally tested out @garrytan’s gstack for the first time and I regret to inform you it’s genuinely a better harness for product conception and ui/ux design than Claude Code natively
Alex Miller: Did you know @Cloudflare does email sending now? It’s great but it only sends from workers/api, no SMTP or HTTP.
So I made this - an SMTP/HTTP relay for Cloudflare email. Runs entirely in your CF infra + a small docker container wherever you want
https://github.com/alexlmiller/cf-mail-relay
garrytan
garrytan @garrytan
Retweeted
Startup Archive Startup Archive
Paul Graham: “In the best startups each founder is king of their own domain”
“Woz was not a super forceful person, but he did not let Steve Jobs change anything about the Apple I computer. There was one thing [Jobs] wanted to change. I think fewer expansion slots. And Woz said no. Steve Jobs knew where the limits were.”
He continues:
“Woz didn’t give a damn about the business stuff, so Steve Jobs was off selling the thing and Woz built it. They were each masters of their own domain. That’s the model that works. That’s how you have multiple people who are each extremely effective without stepping on one another’s toes.”
Source: @twistartups @Jason (Mar 2014)
swyx
swyx @swyx
Retweeted
Latent.Space Latent.Space
🆕Daytona’s Agent-Native Compute: 60ms sandboxes, 50K startups in 75 sec, 850K daily runs, RL/evals, CLI > MCP, & the end of localhost https://latent.space/p/daytona
@daytonaio CEO @ivanburazin explains why AI agents need composable computers, how Daytona pivoted from human dev environments to agent sandboxes, why bare metal and stateful snapshots matter, how RL workloads went from 0% to ~50% of usage, why Kubernetes breaks down at agent scale, and why the AI cloud may look more like Stripe than AWS.
amasad
amasad @amasad
Retweeted
Replit ⠕ Replit ⠕
With over 400 billion impressions and campaigns for Netflix, Coldplay, and major beauty brands, @PaigePiskin is one of today’s most prolific AR creators.
See her take the stage on day one of Vibecon.
NYC, June 17–18.
Get your tickets at http://vibecon.ai
ylecun
ylecun @ylecun
Retweeted
Kenneth Roth Kenneth Roth
Trump’s use of taxpayer money to create a $1.8 billion political slush fund may be the episode of presidential corruption that is the most blatant and threatening to the constitutional order in modern times. https://trib.al/MsWWHlZ
swyx
swyx @swyx
i think this stack has won the localfirst battle btw. maybe more chapters to this story but i think this is it if you are building fast apps fast

Kyle Mathews: Excited to release a new starter! Sync-first, production-ready, and blazing fast

- @tan_stack Start
- @tan_stack DB for blazing fast client-side queries & optimistic mutations
- @ElectricSQL for real-time sync from PG
- @better_auth
- @DrizzleORM
- @tailwindcss
- Hono OpenAPI

gdb
gdb @gdb
OpenAI for YC companies:

Y Combinator: OpenAI is offering $2M in tokens to every YC company in the spring and summer batches.

We extended the summer deadline to May 25 so more founders can get in on it.

http://ycombinator.com/apply

ylecun
ylecun @ylecun
Retweeted
Noah Smith 🐇🇺🇸🇺🇦🇹🇼 Noah Smith 🐇🇺🇸🇺🇦🇹🇼
Ukraine is so militarily strong at this point that Putin is contemplating attacking NATO instead because it's a softer target.
swyx
swyx @swyx
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AI Engineer AI Engineer
TLMs: Tiny LLMs and Agents on Edge Devices with @cormacb
https://www.youtube.com/watch?v=-TiET_K-E_g
Function Gemma ships at 270 million parameters and runs nearly 2,000 tokens per second prefill on a Pixel 7. Out of the box, it hits 46% accuracy on a fixed set of app intents. Fine tune on a synthetically generated dataset and that clears 90% on eight of ten functions.
Cormac walks through the two paths developers have for on device AI: a skill harness built on Gemma 4 with a restaurant roulette demo running fully on device. Then Eloquent, a production transcription app built by chaining two sub billion parameter models together.
cc @osanseviero
garrytan
garrytan @garrytan
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Conor Friedersdorf Conor Friedersdorf
This is surprisingly substantive.
Spencer Pratt: If that addict on your street were your own son, what would you do? That is the defining question that guides my 5 step plan to fix the homelessness problem in LA. We *must* end this evil racket of corrupt politicians and NGOs who profit off the misery of these poor souls. They
petergyang
petergyang @petergyang
http://x.com/i/article/2057599529902628864

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