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团队重视报告的态度
我很欣赏团队对这些报告的重视，即使答案是“我已经习惯了当前的魔法水平，现在我想要更多”。
i appreciate how seriously the team always takes these reports (even when the answer turns out to be 'i got used to the current level of magic and now i'd like more please')
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Swyx
Latent Space 联合创始人
2026-05-16 00:58
新加坡的奇特外交方式
哇，@Gavriel_Cohen 他真的在用这个东西处理新加坡的外交和议会事务，并分享他如何绕过WhatsApp和在SQLite上进行图形内存的技巧。这个国家真是太奇妙了。
holy shit lmao @Gavriel_Cohen he's seriously using this thing for conducting the foreign policy/parliamentary affairs of singapore - and sharing his stack on how he is hacking around WhatsApp and doing graph memory on SQLite
wtf is this vibecoded country man https://t.co/AZHuX2Gvkt
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Swyx
Latent Space 联合创始人
2026-05-16 00:34
首位非政治家的内阁部长
我们正在为首位以@NanoClaw_AI用户和AI工程师身份发言的内阁部长做准备！
getting ready for our first Cabinet Minister ever speaking not as a politician, but as a @NanoClaw_AI user and AI Engineer! https://t.co/4xnKjmltIn
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关于财务数据的隐私担忧
这是一个很好的更新。我只是不希望我的财务数据被用来训练模型或获取定向广告，所以我关闭了“为所有人改进模型”的选项。这里似乎没有“用于广告定向”的切换选项，所以我假设这两个选项是相同的。
This is a really great update.
I just don't want my financial data to be used to train models or get targeted ads, so I turned "improve the model for everyone" off
Doesn't appear there's a "Use for ad targeting" toggle here so I'll assume the same toggle applies to both. https://t.co/B02JrJyT4M
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他是最棒的原因
哈哈，这就是他是最好的原因。
lol this is why he’s the best
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ChatGPT财务功能的局限
ChatGPT财务功能非常棒，但AI在正确分类交易方面仍然存在困难。
ChatGPT Finances is pretty awesome. AI still has trouble classifying transactions correctly though. https://t.co/sceyzaZouz
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最佳心理健康投资
迄今为止，这是对心理健康的最佳投资。
Best purchase for mental health by far https://t.co/LGxb8LzLtz
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与苹果的合作成果
我们与苹果达成了协议，并在四个月后首次发布了我们的应用程序。感谢所有帮助我们的客户和创作者。这是一段旅程，但我们从不放弃，并继续取得成功！享受更新！很多新东西即将到来。
We worked things out with Apple, and just published our app for the first time in 4 months.
Thanks to all our customers and creators who helped out.
It’s been a journey, but we never give up and stay winning!
Enjoy the updates! Lots of new things coming. https://t.co/ClpA3SDlwd
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Vercel的安全部署
Vercel通过SSO保护您的代理部署，像@Okta一样。即使是生产环境的部署，也为您提供安全的“内联网”应用程序。直到您的代理从它刚刚创建的部署中被标记为𝟺𝟶𝟷 𝚄𝚗𝚊𝚞𝚝𝚑𝚘𝚛𝚒𝚣𝚎𝚍，才会觉得有趣。
Vercel protects your agents' deployments behind SSO like @Okta. Even Production ones, giving you a secure 'intranet' of apps generated with @v0, Codex, Claude, etc.
It's all fun and games until your agent gets 𝟺𝟶𝟷 𝚄𝚗𝚊𝚞𝚝𝚑𝚘𝚛𝚒𝚣𝚎𝚍 from the deployment *it just made*
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管理代理的卓越能力
如果您在管理代理方面表现出色，同时对基础知识也有深刻理解，您将势不可挡。我们都更愿意与工艺大师合作。新鲜事：您不能错过代理对您输出的放大作用。
If you become exceptional at managing agents, but are also exceptional in your understanding of the fundamentals, you will be unstoppable.
We all prefer to work with masters of their craft. What’s new: you can’t afford to miss out on the amplification agents have on your output
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再次捐赠给 Hack Club
我很高兴再次向 Hack Club 捐款。Hack Club 是为下一代发明家提供的线下和线上空间。Hack Club 的成员们用他们的项目和技术文档激励着我，甚至最终加入了 Vercel。家长和社区领袖们：如果你们的高中没有 Hack Club，请考虑建立一个。
Excited to be donating again to Hack Club.
Hack Clubs are in-person & online spaces for the next generation of inventors.
Hack Clubbers inspire me with their ships and technical writeups, even eventually joining Vercel.
Parents and community leaders: if your high school is not
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无头软件是未来
无头软件将是未来的发展方向。
Headless software is the future
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AI 让角色界限模糊
目前我们处于一个角色交错的时期，因为 AI 使得探索其他职能的相邻领域变得更加容易。我们必须共同找到在代理人世界中这些工作的新的定义形式。
We’re in a period where everything feels like it’s getting jumbled up across roles because AI lets you explore the adjacencies of other functions more easily.
We all collectively have to figure out the new form of definition of what these jobs look like in a world of agents, and
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新模型更新使一切过时
他花了一年时间为他的代理人工具构建支架，现在发布的新模型更新使这一切都变得过时。
He just spent a year building scaffolding for his agent harness. Now release a new model update that makes all of it obsolete. https://t.co/lSoGB1j1rH
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过高薪酬 CEO 税的弊端
过高薪酬 CEO 税并不真正对过高薪酬的 CEO 征税，它只会将更高的总收入税转嫁给消费者，并导致城市收入大幅下降，和加州 SEIU 的资产没收税一样。这是对商业的不利政策，使我们的城市和州更加贫困。
The Overpaid CEO tax doesn't tax overpaid CEOs, and all it does is pass higher gross receipts taxes on to consumers AND it will result in way lower revenue for the city, same as the CA asset seizure tax by SEIU.
Bad anti-business policy that makes our cities and states poorer. https://t.co/HKDRT1Sf1P
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加州选举投票指南
现在是加州选举投票的时候，这是我的投票指南。这里有很多需要正确处理的事情。请告诉你的朋友们，这是一个可以使用和信任的资源。
It's time to vote in California elections and here is my voter guide.
There are a lot of things to get right here. Please tell your friends this is one resource they can use and trust.
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许多类似案例
许多类似的情况。
Many such cases
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电力 NIMBY 再次出击
电力 NIMBY 再次出现。你们听说过市场吗？
The electricity NIMBYs strike again
Have you guys heard of markets?
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个人消息
一些个人消息：他私信我了，别说祈祷没有用哦。
Some personal news: He slid into my DMs, don't say prayers don't work y'all https://t.co/aOIpCELX3i
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家中更优秀的作家
你错过了阅读我们家中更优秀的作家的文章。
You are missing out on reading essays from the better writer in our family.. https://t.co/XeyIMhooSY https://t.co/uqQ6XzVnja
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解决“偏差一”的愿望
我希望能加入X一天，解决这个“偏差一”的bug然后离开。
I wish I can join X for one day, solve this “off by one” bug and leave 🫡
cc @nikitabier & @benjitaylor https://t.co/qc9tRYTs1i
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纽约回来的欢迎礼物
Meera说她为我准备了一个欢迎礼物，当我从纽约回来时。
Meera: I have a welcome gift for you when you’re back from NYC.
Me: What?
Meera: 🚂🚂 https://t.co/Z3xoAYQaeg
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AI支出引发的关注
人们对我的AI支出感到惊慌，但我正在OpenClaw工作让我兴奋的部分是，我在尝试回答一个问题：如果代币不重要，我们将如何构建未来的软件？我们持续在云中运行约100个codex进行审核。
People freaking out over my AI spend. What nobody sees: Part of what excites me so much about working on OpenClaw is that I'm trying to answer the question:
How would we build software in the future if tokens don't matter?
We constant run ~100 codex in the cloud, reviewing
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Svelte.js的使用体验
最近在几个项目中使用@Sveltejs，它是React的一个不错替代品，减少了复杂性和陷阱，Codex处理得很好。
Been using @sveltejs for a few projects lately, it's quite a nice alternative to React, fewer gotchas and complexity and Codex handles it really well. https://t.co/b2KdDvrpLD
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clawpatch 0.1.0发布
clawpatch 0.1.0正式上线：它将代码库映射为语义特征切片，审核bug和质量问题，并记录明确的修复尝试及验证。你会惊讶于它能找到多少问题。
🩹 clawpatch 0.1.0 is live:
Clawpatch maps codebases into semantic feature slices, reviews them for bugs and quality issues, and records explicit fix attempts with validation.
You'll be surprised how much this will find.
npm install -g clawpatch
https://t.co/8xIcXuojse
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CodexBar更新
最新的CodexBar更新使API成本显示得更加美观。
The latest CodexBar update renders API costs wayyyy nicer. https://t.co/lJ4dxNHwzG https://t.co/fCkWutJGzT
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QA和性能测试的成效
QA和性能测试正在取得成效。
QA and perf testing is paying off.
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令人愉悦的链接
https://t.co/XMaUrWMMZC非常不错。
https://t.co/XMaUrWMMZC is pretty sweet
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新功能的构建过程
在discrawl中构建了一个新功能（存储媒体），codex说它完成了，然后我使用了我的codex审核技能。
built a new feature into discrawl (store media), codex said it's done, then I used my codex review skill... https://t.co/0Z6iJnCqCX https://t.co/Jkr4yha1Un
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CodexBar 0.26.0上线
CodexBar 0.26.0正式发布，新增Kiro、Antigravity、OpenRouter、Kimi，菜单更平静，键盘导航更好，Codex/Claude限制和成本范围更佳，命名的macOS资产，CLI和Homebrew修复。
CodexBar 0.26.0 is live
⚡ Kiro, Antigravity, OpenRouter, Kimi
🧭 calmer menus + keyboard nav
📊 better Codex/Claude limits and cost scoping
📦 named macOS assets, CLI + Homebrew fixes
https://t.co/CjK0DeE8t6
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Codex原生应用是未来
Codex原生应用将成为未来的发展方向。
Codex-native apps are the future.
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这是未来
这将是未来的发展趋势。
This is the future
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深入探讨基于OpenClaw的代理即服务平台
我们对尝试推出基于OpenClaw的代理即服务平台进行了深入探讨。我的两个主要观点是：1. OpenClaw非常出色，但作为平台构建非常困难。它发展迅速，存在大量回归问题，作为中间层并不理想。
our full deep-dive on trying to launch an agent-as-a-service platform built on openclaw! my two bigs ones:
1. OpenClaw is awesome but it's EXTREMELY hard to build on it as a platform. it moves super fast, there are tons of regressions, it's not great to be the layer in between