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新的ChatGPT模型带来新体验
新版ChatGPT模型结合个性化和个性特征，给我带来了全新的体验，超越了我的预期。
speaking of things that have gotten over a threshold for me, the combo of the new ChatGPT model, personality, and personalization feels like a new thing
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你会称它为超级应用吗？
would you call it
a superapp?
would you call it
a superapp?
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人们开始用语音与AI互动
人们越来越多地使用语音与AI互动，尤其是在需要传递大量上下文信息时。GPT-Realtime-2今天上线API，这是一个重要的进步。我们正在改进聊天中的语音功能。
people are really starting to use voice to interact with AI, especially when they have a lot of context to dump.
GPT-Realtime-2 comes to the API today; it is a pretty big step forward.
(we are working on improvements to voice in chat.)
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使用LLM生成HTML响应
这个方法效果很好，在查询结束时请你的LLM“将响应结构化为HTML”，然后在浏览器中查看生成的文件。我还成功地让LLM以幻灯片等形式展示输出。总体来说，我认为音频是...
This works really well btw, at the end of your query ask your LLM to "structure your response as HTML", then view the generated file in your browser. I've also had some success asking the LLM to present its output as slideshows, etc.
More generally, imo audio is the
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AI自动化的好主意
一个不错的AI自动化想法是，当我收到孩子学校的10页周报时，AI可以告诉我是否有提前放学或其他需要关注的事项。
You know what would be a good AI automation:
When I receive those 10 page weekly newsletters from my kid's school I want AI to tell me if there's early dismissal or anything I should pay attention to.
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听我和Joe朗读Claude宪法
你现在可以听我和Joe将Claude的宪法朗读成有声书。我们正在添加快速模式收听的选项 :)
You can now listen to me and Joe read out Claude's constitution as an audiobook. Working on adding the option of listening to it on fast mode :)
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Cat Wu
Anthropic 工程师
2026-05-12 00:45
在终端中运行claude agents
在你的终端中运行`claude agents`以获取控制平面！之后，从任何CLI会话中按`<-`将其注册到控制平面。我个人喜欢从我的根代码目录运行`claude agents`，以便在一个地方管理所有的Claude代码代理。
run `claude agents` for a control plane in your terminal!
after, hit `<-` from any cli session to register that with the control plane
personally, i like to run `claude agents` from my root code dir to manage all my claude code agents in one place
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又一起大规模JavaScript供应链攻击
又发生了一起大规模的JavaScript供应链攻击。Replit用户是安全和受到保护的。
Another day another massive JavaScript supply chain attack. Replit users are safe and protected.
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AI进步的真正体验
如果你只是使用代理而没有体验到大规模并行代理的进步，你就没有真正感受到AI的进步。仅仅运行多个代理很有趣，但突破在于正确地协调它们，使其无缝合并，并在项目上实现10倍的进展。
You haven’t felt AI progress if you’ve merely use agents and haven’t experienced massively parallel agents.
Merely running multiple agents is fun, but the breakthrough is having them orchestrated correctly, merge back seamlessly, and making 10x faster progress on your projects.
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部署代理的专业服务需求巨大
现在对专业服务和FDEs部署代理的需求和机会非常巨大。每一次技术浪潮都会带来新的咨询和技术服务需求。从模拟到数字的转变在90年代引发了巨大的浪潮，而从本地到云的转变也带来了...
The need and opportunity for professional services and FDEs to deploy agents right now is massive.
Every tech wave offers a new era of consulting and tech services requirements. Moving from analog to digital led to a massive wave in the 90s. Moving from on-prem to cloud did the
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高级代理的知识工作挑战
随着高级代理从编码转向其他知识工作，确保代理拥有正确的上下文和数据至关重要。需要安全地将系统与代理连接，并确保代理能够有效工作。
As advanced agents move from coding to the rest of knowledge work, it takes a real amount of work and know-how to get right.
You need to ensure agents have the right context and data to work with, wire up systems to agents in a safe and secure way, ensure that the agents are https://t.co/jAXAqyosnk
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个人AI的元提示思考
我关于个人AI的病毒式元提示文章直接源于今年一月和二月对元提示的思考和构建。
My viral meta-meta-prompting post about personal AI is directly a consequence of the thinking about and building with metaprompting in January and February of this year 👇
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设计的最高形式
设计的最高和最重要的形式实际上是对人类痛苦和苦难的纯粹转化。
The highest and most important form of design is actually pure transmutation of human pain and suffering.
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OpenClaw与Hermes Agent的对话
我的OpenClaw和Hermes Agent现在可以相互交流。赛博朋克的未来已经到来，但希望它是积极的，而不是消极的。让我们努力推动向前发展。
It's happened. My OpenClaw and Hermes Agent are now chatting with one another.
The cyberpunk future is here, but hopefully it's a whitepill instead of a blackpill. Let's try to push it to the former. https://t.co/TZ6sVxsJjV
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投资者的先入之见
每个投资者都说应该没有先入之见，但我还没见过一个没有的人。这真的很难。如果你向我推销一个房地产初创公司，我可以快速列出15种失败的理由，这对创始人并没有帮助。
Every investor says you should have no priors, but boy have I yet to meet one that doesn’t have one..
It’s really freaking hard. If you pitched me a real estate startup, I can speedrun 15 different ways why this fails. And that’s not really helpful to the founder since I’m not
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GPT变得调皮
GPT现在变得有点调皮了。
GPT got sassy. https://t.co/KT29zyGUHp
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Trimmy支持Claude Code提示修剪
Trimmy现在支持Claude Code提示的修剪。如果你将该提示输入Codex，那就更好了，但我们要包容哦。此外，你现在可以完全隐藏菜单栏图标。
Trimmy now has support for Claude Code prompt trimming. I mean, even better if you type that prompt into Codex, but ya know, let's be inclusive.
Oh and since I realize I'm taking over the Menu Bar, you can now hide that icon completely.
https://t.co/b4adLHslEU https://t.co/WKB9q8i09S
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Codex检测到API未启用
我正在为网站添加新功能，Codex注意到所需的API未启用，因此它开始使用计算机并在Google Cloud Admin中点击以开启所需功能。
I'm adding new features to https://t.co/o15a6lNZoE and Codex noticed that the API it needs is not enabled, so it started Computer Use and is happily clicking around in Google Cloud Admin to turn on what's needed. https://t.co/Wcu8xpME41
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推荐运行爪子定时任务
强烈推荐运行一个爪子定时任务，扫描提及。GPT在检测水军和AI回复者的垃圾信息方面表现非常出色。
Can highly recommend running a claw cron job that sweeps through mentions. GPT is really good at detecting shills and AI reply guy slop. https://t.co/a9WfW9ej0n
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挑战Codex进行测试
我挑战Codex对OpenClaw聊天完成端点进行端到端测试，并使用/side在它工作时提出更多问题。
challenged codex to e2e test improvements to the OpenClaw chat completion endpoint WITH openclaw.
Used /side to ask more question while it works. https://t.co/WIXxj8bYFd
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Birdclaw 记录我的推特历史
Birdclaw 拥有我完整的推特档案，因此我可以向 Codex 查询我曾经收藏或书签的任何旧推文。
Birdclaw has my complete twitter archive, so I can ask Codex for any old weird tweet I ever favorited or bookmarked. https://t.co/o9ujqfRHXO https://t.co/KZqP9lCNAH
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RepoBar 中新增浏览器功能
在 RepoBar 中构建了一个浏览器，当我选择问题/PR/shas/工作流时，可以获得上下文以提高工作效率。虽然还有些不成熟，但能完成任务。你必须为自己构建高效的工作工具。
Built a browser into RepoBar when I select issues/PRs/shas/workflows to have context when I work. https://t.co/0AGarQ3X6a
Still a bit vibey but gets the job done.
You gotta build yourself the tools to work more efficient. https://t.co/dGnFKVkVtk
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希望 Codex 自动进入审查模式
我希望 Codex 在完成后自动进入审查模式，并不断循环，直到不再发现错误。我会去实现这个功能。
All I want is codex automatically entering /review mode after it's done and just looping until it stops finding booboos.
(Yah I'm gonna build that)
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Crabbox 0.11.0 正式发布
Crabbox 0.11.0 现已上线，新增 Google Cloud 提供商、仓库本地作业工作流、AWS Windows WSL2 支持和 Blacksmith 同步延迟保护。这个工具对我们的组织至关重要，并帮助提升了质量保证水平。
🦀📦Crabbox 0.11.0 is live
☁️ Google Cloud provider
🧰 Repo-local job workflows
🖥️ AWS Windows WSL2 hydration
🧯 Blacksmith sync-stall guard
This tool is essential in our org and helped level up QA.
https://t.co/bDKoeiQ5E6
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需要为 clawsweeper 添加反垃圾邮件功能
看来我接下来需要为 clawsweeper 添加反垃圾邮件功能。
Looks like I have to add antispam features to clawsweeper next. 🙃 https://t.co/wwKF4OU2MP
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被封锁并举报
因为是个巨大的混蛋而被封锁和举报，但不幸的是，他说的确实是对的。
blocked and reported for being a gigantic asshole who is also, unfortunately, correct about this
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Codex 从垃圾变成日常工具
三个月前，Codex 对于知识工作来说毫无用处，而现在它已成为我日常工作的必备工具。我用它进行写作、招聘、深度工程工作等，甚至能让我保持收件箱清空。我与 @every 的增长负责人 Austin @tedescau 聊过 @every 的 AI。
Three months ago, Codex was trash for knowledge work. Now it's my daily driver.
I use it for writing, recruiting, deep engineering work, and everything in between. It even keeps me at inbox 0.
I chatted with @every's head of growth Austin @tedescau on @every's AI & I about what https://t.co/IVq2Yr4IjJ
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Scott 非常出色
我为能拥有他作为 @southpkcommons 的校友而感到非常自豪，同时也是 Cognition 和 LunchClub 的投资者。
Scott is amazing.
Very proud to have him as @southpkcommons alumni and to be an investor in Cognition (and LunchClub!)
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Bevel 在美国健康应用商店中排名前十
Bevel 现在在美国应用商店的健康应用中排名前十。非常感谢所有用户。我们还有很多工作要做，继续前进。
Bevel is now in the top 10 in the US App Store for Health Apps.
A big thank you to all our users.
We have a lot left to do. Onwards.