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与孩子在阳光下的乐趣
在阳光下与孩子玩耍,完成一系列任务后,看到一切都已完成,我对未来感到非常乐观。
kicking off a bunch of codex tasks, running around with my kid in the sunshine, and then coming back at naptime to find them all completed makes me very optimistic for the future
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Swyx
Latent Space 联合创始人
2026-05-09 22:40
AI 工程师的必经之路
这是个大事,堪比 Kelsey Hightower 的《Kubernetes The Hard Way》,所有 AI 工程师都应该经历一次。虽然我通常提倡“及时学习”,但在这种情况下,你需要“以防万一”。
this is a big deal, on the order of Kelsey Hightower’s “Kubernetes The Hard Way” and probably all ai engineers should go thru this once
mostly i advocate “just in time learning”, but this is one scenario you want “just in case” https://t.co/Ny7kTvwBr3
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极其重要的事情
这是一个极其重要的事情(也是一些最好的写作之一)。
This a matter of extreme importance (and some of the best writing ever) https://t.co/UGPY5bavza
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懒得手动编辑文件
随着代理生成 md 和 html 文件,其他人是否也觉得懒得手动编辑这些文件?所有代理生成的文件看起来都不错,但总是有至少 10% 的冗余内容。
With agents generating md and html files anyone else find themselves too lazy to edit the files manually?
All the agent generated files seem good but then always have at least 10% slop in there.
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Claude Code 的延迟问题
有时我给 Claude Code 发消息时,它会挂起 3 分钟,我不知道它是否还在工作。希望它能更好地沟通。
Sometimes when I message Claude Code it just hangs for 3 minutes and I have no idea whether it's still working or not. Wish it communicated more. https://t.co/Fzd7LhLsYK
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传奇人物百岁生日
真不敢相信这位传奇人物已经 100 岁了。他看起来大约 70 岁?
Can’t believe this legend is 100 years old. He looks maybe 70?
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AI 创始人的个人操作系统
我的下一个嘉宾 @moritzkremb 是一位 AI 创始人,他在 Claude Code 中构建了一个个人操作系统,以帮助处理电子邮件、内容,甚至购物。他向我展示了他的完整设置,包括下面的所有文件夹、工具、技能和日常工作。
My next guest, @moritzkremb, is an AI founder who built a personal OS in Claude Code to help with emails, content, and even buying groceries.
He walked me through his full setup including all the folders, tools, skills, and routines pictured below.
📌 Subscribe to get our https://t.co/0CP2k2IGht
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尝试 Hermes 的体验
我妥协了,下载了 Hermes 来试试。对于那些尝试过 Hermes 和 OpenClaw 的人,你们注意到什么区别?请不要做广告,只想要一些诚实的意见。
I caved and downloaded Hermes to try.
For those of you who have tried both Hermes and OpenClaw what difference do you notice?
No shilling please, just want some honest opinions
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阳光明媚
🌞
🌞 https://t.co/HeZkO5D25T
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代理的未来影响
到目前为止,我们所看到的代理技术显然会让人们更容易进入以前极其复杂的领域。这无疑意味着会有更多的人构建软件,探索创意工作,研究他们以前无法进行的领域。
For everything we’ve seen about agents so far, it’s clear that they will make it far easier for people to get into previously extremely complicated fields. That will most certainly mean far more people will build software, explore creative work, research spaces they couldn’t do
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使用ASCII图表提问
有趣的技巧是让你的助手用ASCII图表表示一切,然后不断提问直到理解。
The fun trick is to have your clankers make diagrams in ASCII of everything and just ask questions until you get it
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未来已来
个人人工智能即将到来。
The future is here
Personal AI is nigh
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未来属于个人
论点很简单:未来属于构建复合AI系统的个人,而不是使用企业拥有的集中式AI工具的人。我正在开源构建这些系统,以便你可以免费使用。这就是GBrain的意义。
The thesis is simple: the future belongs to individuals who build compounding AI systems, not to individuals who use corporate-owned centralized AI tools.
I'm trying to build these in open source so you can have them for free. That's what GBrain is.
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链接分享
https://t.co/XTqXqWuQn5
https://t.co/XTqXqWuQn5
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Prop D的影响
SEIU提出了Prop D,导致毛收入税增加800%。旧金山的Walgreens和Safeway将关闭,工人和中产阶级家庭的税负增加,尤其是初创企业将离开,跟随已经离开的Stripe和Square。这一切都是为了SEIU的利益。
SEIU created Prop D, an 800% increase in gross receipts tax. Local SF Walgreens/Safeways will close. Working & middle class families' taxes go up. Startups especially will leave, following Stripe/Square who already have.
For what? SEIU to get their bag
https://t.co/wgBv4nzwVV https://t.co/7JPjATU6Kx
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软件中的“医生”概念
随着大型语言模型的能力提升,“医生”概念在软件中变得更加普遍。许多曾经不健康的事物现在可以被诊断和修复。这是一个强有力的隐喻,我们应该更多地将其应用于AI,而不是末日论:想象一个为所有故障事物服务的无疲劳医生!
In software, the “doctor” concept is now more common given LLM capabilities.
Lots of things that were unwell can now be diagnosed and fixed
That’s a powerful metaphor we should use more with AI instead of the doomsday one: imagine a tireless doctor for all broken things!
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个人软件即将到来
Personal software is coming
Personal software is coming
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模型估算工作
如果你总是对模型估算工作感到不满,因为它们假设人类在执行而不是直接完成工作,可以在自定义指令中添加这一点:“在估算或规划时,假设你(模型)在自己执行工作。报告模型执行的时间线。”
If you are always annoyed at models estimating work as if a human is doing it instead of just crushing the work, add this to your custom instructions..
“When estimating or planning, assume you (the model) are executing the work yourself. Report timelines in model-execution
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Peekaboo 3.0发布
Peekaboo 3.0上线,这是自2.0以来最大的版本更新。包括以行动为先的macOS计算机使用、统一的截图和UI检测、更干净的CLI和MCP JSON以及更好的快照。我去年开始这个项目,但模型当时还不够好,现在它们已经达到了。
Peekaboo 3.0 is live. Biggest release since 2.0.
⚡ Action-first macOS computer use
👁️ Unified screenshot + UI detection
🧩 Cleaner JSON across CLI + MCP
🛠️ Better snapshots
I started this last year, but the models just weren’t good enough. Now they are. https://t.co/0wvhR0NWOj
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聪明的缓存工作
我们正在进行一些聪明的缓存工作,@obviyus使得@openclaw中的Telegram循环速度提升5-100倍。
We're working on some clever caching, @obviyus making Telegram loops 5-100x faster in @openclaw https://t.co/XoO6kKb7cI
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RepoBar 0.5.0 发布
RepoBar 0.5.0 版本现已上线,新增功能包括从剪贴板获取 GitHub 引用、问题、PR 和提交预览,快速查看开/关/合并状态,支持快速查找和缓存优先。小巧的工具,减少了使用中的神秘感。
RepoBar 0.5.0 is live
📋 GitHub refs from your clipboard
🔎 Issue, PR, and commit previews
🟢 Open/closed/merged at a glance
⚡ Fast lookups, cache-first
Tiny bar, much less mystery.
https://t.co/1tCKVNgTIQ https://t.co/yhpFNxGole
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调试新方法
每当我调查一个bug时,我会让codex在一个临时的crabbox中重现确切的状态,验证bug,修复它,然后再验证修复。这样可以避免本地系统可能污染的混乱状态,也不会因为同时运行10个会话而导致速度变慢。
Whenever I investigate a bug, I let codex recreate the exact state in an emphemeral crabbox, verify the bug, fix it, verify the fix.
No messy state because local system might be polluted, and no slowdown because I run 10 sessions in parallel. https://t.co/SEj2XRpaD1 https://t.co/PiBG8YBdRM
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技能与提示的关系
你给codex的技能越多,你需要提示的次数就越少。
The more skills you give codex, the less you have to prompt. https://t.co/fJZckc50Zl
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mythos 的潜力
mythos显然看起来非常强大,我很期待使用它。如果你对此感到恐慌:基准测试并不单独衡量模型的能力,而是衡量在找到让模型能力显现的提示后,模型的能力。
mythos obviously looks incredibly capable and im psyched to use it
also if you're panicking about it:
benchmarks don't measure model capability alone
they measure model capability after a human has done the work of finding a prompt that lets the model’s capability appear
that
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AI 价值提升
随着AI模仿成本越来越低,利用AI和人脑创造全新事物的价值在不断上升。
as ai makes imitation cheaper and cheaper the value of using AI and your brain to make totally new things goes up
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AI 助力创作
今天在我的写作会议之前,让codex和claude为我制作了一期预告播客,哈哈。
having codex + claude make a pre-game podcast for me before my writing session today lol https://t.co/pwGuMuCSmY
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周六快乐!
今天使用codex分析并转录我喜欢的YouTube音乐视频的钢琴编曲。
happy saturday!
using codex to analyze and transcribe the piano arrangement of a youtube music video i love https://t.co/Qlcsg7LESh