在这之上的最后一层抽象，很可能就是 coordination layer（协调层）。所以你有 knowledge（知识），有 execution（执行），还有 coordination（协调）。而在 coordination layer，我们开始思考一些可以称为 strategi…
Embarrassment of riches.
幸福的烦恼。 但看起来我们可能很快就会到 9M。我们是该再次重置 ChatGPT Work 和 Codex 的使用量，还是先给它一点空间？
Or… what if we gave you $100 in Codex credits if you tell us what you love about GPT-5.6 Sol or why you switched?
又或者……如果你告诉我们，你喜欢 GPT-5.6 Sol 的哪些地方，或者你为什么改用了它，我们就送你 $100 的 Codex credits（额度）怎么样？发条 Tweet，领取你的赠礼，享受更多使用量。前 10k …
(yes, it'll burn ya tokens, but it'll calm your nerves)
（没错，这会烧掉你的 token（令牌） ，但也会让你安心一些）
That's why you always wanna run autoreview.
这就是为什么你总是会想要运行 autoreview。
@shloked @amazon
@shloked @amazon
SF Personal AI engineers - if you are building personal agents, come demo at new media lab this thursday night (and meet @shloked, one of the best builder-writers I've had the fortune to meet this year). last time we held this meetup our featured speakers got acquired by @Amazon hardware division... and 2 years later I'm still a daily active user. just incredible to see the staying power of PAI.
SF 的 Personal AI 工程师们——如果你们正在构建 personal agents（个人 agent），这周四晚上来 new media lab 做 demo 吧（也顺便见见 @shloked，他是我今年有幸…
The Benji Taylor-fication of this app has been such a joy..
这个 app 的 Benji Taylor-fication 过程真是让人非常开心……能注意到所有那些细小却令人愉悦的设计巧思。希望这种状态能长久持续下去 👏
The pre-AI engineering leader mind can’t comprehend that their most cracked engineer is also extremely online..
AI 之前那一代工程负责人思维，无法理解这样一件事：他们最强、最神的 engineer，同时也是一个极度在线的人……当 agents 在工作时，X 就成了他们等待过程中所需要的那一下 dopamine spike（多巴胺…
One of the many properties that code has that makes it highly amenable to agents is that you can more or less quickly test it.
代码之所以有很多特性让它对 agent 特别友好，其中一点是你基本上可以相对快速地测试它。你既可以手动去看应用是否能正常工作，也可以直接对你构建的内容运行测试。其他大多数工作领域都没有这种优势。你往往只有在最终产品以某种…
Thoughtful proposal for a standards body for AI.
这是一个关于为 AI 设立标准机构的深思熟虑的提案。它不同于监管机构，而且肯定能让标准的改进以及与行业的协作推进得快得多。你绝对不希望 AI 的进步开始以政府传统上的运作速度前进。如果那样的事情发生，我们几乎可以肯定进展…
Tomorrow, I’m sharing a new video on how I use ChatGPT Work (also known as Codex 😅) to do almost everything on my computer.
明天，我会分享一个新视频，讲讲我是如何使用 ChatGPT Work（也叫 Codex 😅）在我的电脑上完成几乎所有事情的。下面我会用 7 个步骤介绍我的完整配置，从选择合适的 GPT-5.6 model，到管理 em…
Holy shit a time traveler or cope?
卧槽，这是时间旅行者，还是在自我安慰？
receipts, from our Codex Desktop app launch vibe check:
这是来自我们 Codex Desktop app 发布后“氛围检查”的战绩截图：
if you are reading @every, you knew codex was about to take off 6 months ago :) success kid pointing to when i started getting extremely, absolutely, annoyingly codex pilled and we began covering it
如果你在读 @every，那你 6 个月前就该知道 codex 要起飞了 :) “success kid” 指向的是我开始变得极度、彻底、烦人地被 codex pilled（被 codex 完全说服/洗脑），而我们也开始…
I used this dataset to create ↓
我用这个数据集创建了 ↓
We're opening up the dataset of AI token flows on @vercel AI Gateway.
我们正在开放 @vercel AI Gateway 上 AI token（令牌）流动的数据集。其中包含了非常有意思的洞察！
The cruel reality of the World Cup is that 47 out of 48 teams go home heartbroken.
World Cup 的残酷现实在于，48 支球队里有 47 支最终都会心碎而归。尽管如此，我们依然热爱它。
How France played 10/10 football throughout the World Cup and 4/10 football in the semi final will need to be studied in football school as the ultimate cautionary tale.
France 在整个 World Cup 期间都踢出了 10/10 的足球，却在 semi final 里只踢出 4/10，这件事将来需要被写进足球学校反复研究，作为终极警示故事。
when the dream becomes the job i used to think the dream was to make my hobby my work. to spend my life close to the things i loved: computers, tools, interfaces, systems, tiny details, the feeling of making something from nothing. the things i used to do at night, after school, after work, in the margins of life, somehow became the center of my life. and it is a dream. i don’t want to pretend otherwise. there is a very specific happiness in getting paid to care. in meeting other people who care. in building a language around your obsession. in seeing something that lived only in your head become real enough for other people to touch. but there is also a quiet pain in it. because the thing that once belonged only to you no longer belongs only to you. it becomes attached to deadlines, teams, customers, strategy, money, reputation, momentum... curiosity becomes roadmap. taste becomes decision-making. play becomes output. the thing you once used to escape the world becomes the thing through which the world reaches you. and now there is another strange layer: the machines are getting good at the work too. not just the boring parts. the parts that used to feel close to the heart. writing, coding, designing, reasoning, making taste-like decisions, turning vague ideas into something real. the things we once used as proof that we had something special inside us are becoming things a model can approximate, remix, and sometimes do faster. that can feel scary in a very specific way. not only because of jobs or competition, but because it touches the myth you built around yourself. if the thing i became good at can be done by a machine, then what part of it was really me? i think that question is painful because it arrives at the same place. the original love. before the title, before the company, before the taste became a role, before the work became useful to other people, there was a small fire inside. curiosity. obsession. the feeling that the world became more alive when you understood a little more of it, or made a tiny piece of it bend to your will.
当梦想变成工作时，我过去总以为，梦想就是把自己的爱好变成职业，把一生都放在自己热爱的事物附近：computers、tools、interfaces、systems、那些微小的细节、从无到有做出东西的感觉。那些我曾经在夜里…
assembling the best design team (looking for design engs, too)
组建最好的设计团队（也在寻找 design engs）
Is there any move involving Lamine Yamal where Yamal doesn't end up on the floor rolling around?
有没有任何与 Lamine Yamal 有关的动作，不会让 Yamal 最后倒在地上翻滚？
I appreciate the in-depth feature set of the new "ChatGPT" app...
我很欣赏新版 “ChatGPT” app 深入而丰富的功能集……但这确实存在一种权衡。我以前每天会用 ChatGPT (Legacy) 提问 15 到 20 次……而现在对于这种使用场景来说，它感觉太笨重了。可惜。
hello!
你好！
5.6 sol growth is insane. the inference team has done heroic work to be able to support demand. we are going to move mountains to continue to scale, but it is possible there are some hiccups soon.
5.6 sol 的增长简直疯狂。inference 团队为了能够支撑需求，做出了堪称 heroic 的工作。我们会拼尽全力持续扩容，但近期也可能会出现一些 hiccups（小故障）。
I'll open source this if it's interesting!
如果这个东西有意思，我会把它 open source（开源）！不过这里先放出我的第一个公开成果：一份关于我 Mega Sceptile 队伍的详细拆解：
I've been playing a lot of Pokemon Champions recently and started using Claude Code to help me.
我最近玩了很多 Pokemon Champions，也开始用 Claude Code 来帮我。它会基于 Smogon 的 npm library（库）编写代码，拉取实时使用率数据，然后生成报告，用来理解对局 matchu…
Read more about how Claude for Teachers works:
进一步了解 Claude for Teachers 的工作方式：
Claude for Teachers is built for K-12 privacy.
Claude for Teachers 是为 K-12 隐私而构建的。我们绝不会使用你的对话来训练模型，并且学生信息会受到一份数据处理协议的保护，该协议按符合 FERPA 要求的方式撰写。
Never go full omnicause
永远不要彻底变成 omnicause 的信徒
Your tax dollars at work The doom loop in SF isn’t just about ruining the city for normal citizens It’s also about looting the public good
你的纳税钱正在“发挥作用” SF 的 doom loop（恶性循环）不只是为了把这座城市对普通市民来说变得更糟 它也关乎对公共利益的掠夺
今日没有官方博客；之前的博文仍在归档。