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Swyx
Latent Space 联合创始人
2026-05-28 23:55
与ACM主席会面
今天我与@ACM_President会面！我们在@CAISconf上颁发了行业亮点奖，所有海报和OpEx演讲将于下个月在@aiDotEngineer展示。更多AIE与ACM的合作即将到来！我在想“人工智能工程的图灵奖”会是什么样子……
met with @ACM_President today!
we awarded Industry Spotlights at @CAISconf, and all posters and OpEx talks will be presenting at @aiDotEngineer next month
more AIE x ACM collaboration incoming!
wonder what a “Turing award of AI Engineering” could look like… https://t.co/hsDcvOxGmr
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Swyx
Latent Space 联合创始人
2026-05-28 17:04
开发者如何更新Claude的指令
“开发者可以在任务进行中更新Claude的指令，而不会破坏提示缓存或通过用户转接更新。” 这到底是怎么做到的？
"Developers can update Claude’s instructions mid-task without breaking the prompt cache or routing the update through a user turn"
wtf? how?? https://t.co/EeREnNlCoq
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谷歌的AI代理课程回归
谷歌的免费5天AI代理课程回来了，这次主题是与代理的氛围编码。上一次有150万学习者参与。课程内容包括：第1天：代理+氛围编码，使用谷歌代理CLI和你的编码代理构建代理；第2天：工具+
Google's free 5-day AI Agents course is back, and this time it's all about vibe coding with agents. The last one had 1.5M learners.
Here's what the course covers:
→ Day 1: Agents + vibe coding. Build agents with Google Agents CLI and your coding agent.
→ Day 2: Tools +
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制作HTML演示文稿的挑战
我喜欢通过HTML制作演示文稿，但老实说，仍然有一些问题：1. 不能轻松手动编辑幻灯片，只能依赖AI反馈；2. 不能轻松与他人协作幻灯片（例如，不能对特定幻灯片进行评论或控制阅读/编辑权限）。
I love making presentations via HTML but tbh there are still a few issues:
1. Can't easily edit slides manually and have to resort to giving AI feedback instead.
2. Can't easily collaborate with others on slides (e.g., can't comment on specific slides or control read/edit
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在Replit Canvas上创造与编辑
生成图像、视频、音频并进行混音。画出一些东西并使其真实。点击编辑，移动物体，拖放。邀请朋友一起制作一些营销、网站或艺术作品。所有这些都在Replit Canvas上进行！
Generate images, video, audio and remix them.
Draw something and make it real.
Point-click edit, move things around, drag them, drop them.
Invite a friend and cook some marketing, websites, or art.
All on Replit Canvas!
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与Visa合作未来支付
我很高兴与Visa合作，共同创造未来的代理支付。Visa是Replit的大型企业客户，1000多名员工使用Replit，他们也是Replit的战略投资者。今天我们将这一合作扩展到研发，以实现无缝对接。
Thrilled to partner with Visa to invent the future of agentic payments.
Visa is a large Replit enterprise customer where 1,000+ employees use Replit, and they’re also a strategic investor in Replit.
Today we’re expanding this partnership to R&D to make it seamless for
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ChatEU
ChatEU
ChatEU
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Vercel CLI的自我更新
Vercel CLI作为一个自我更新的二进制文件，零外部依赖。我们的CLI是“代理云”的关键接口之一。这解决了一个巨大的瓶颈，因为我们比以往更多地发布CLI的更改，并且它嵌入在更多地方。
Vercel CLI as a self-updating binary with zero external dependencies.
Our CLI is one of the key interfaces enabling the 'cloud for agents'. This solves a huge bottleneck, as we ship changes to our CLI more than ever, and it's embedded in more places than ever.
Fun fact: we
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出色的模型
这是一个出色的模型，特别是在视觉任务方面令人印象深刻。试试看。
Excellent model, particularly impressive in visual tasks. Give it a try
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AI助力软件开发的未来
我看到团队用AI构思出一个静态设计，然后在不到一天的时间里在WebGPU着色器中实现它。怎么能不对2026年的软件开发感到兴奋呢😁 你可以轻松发布美丽的作品。
I watched the team dream up a static design with AI, then bring it to life in WebGPU shaders in less than a day.
How can you not be excited about software development in 2026 😁 You can just ship beautiful things.
https://t.co/2Y7cSCMN6r https://t.co/kcCzVLuoAE
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Opus 4.8 调整思维努力
我们在 Opus 4.8 的思维努力校准上投入了大量工作。如果在使用模型时遇到过度或不足思考的例子，请及时反馈给我们！
We put a lot of work into calibrating thinking effort for Opus 4.8.
As you're trying out the model, if you do run into any examples of it still over/under thinking, please flag it to us!
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Opus 4.8 正式发布
我们今天很高兴发布 Opus 4.8！我们听取了对 4.7 的反馈，并为 4.8 进行了许多修复。4.8 更好地理解细微差别，与其交流感觉更自然，并且在从编码到知识工作等各方面都是更强的协作伙伴。
Excited to release Opus 4.8 today! We heard your feedback on 4.7 and have made many fixes for 4.8.
4.8 understands nuances better, feels much more natural to talk to, and is overall a stronger collaborator on everything from coding to knowledge work.
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Opus 4.8 测试结果
Opus 4.8 已经发布，我们在与 Box AI 代理一起测试它在最复杂的企业文档知识工作任务中的表现。Opus 4.8 在企业最关心的生成和分析工作方面表现得更好，比如撰写报告和综合信息。
Opus 4.8 is out, and we've been testing it with the Box AI agent on our most complex real-world knowledge worker tasks with enterprise documents.
Opus 4.8 is measurably better at the generative and analytical work enterprises care about most like writing reports, synthesizing
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企业 AI 部署工作岗位预测
想象一下与 AI 部署相关的工作岗位数量，然后将其乘以 10，再乘以 10。与各类企业的 CIO 交谈时，一个主要话题是实施差距。
Take whatever number of people you thought might be in jobs related to AI deployment in the enterprise and multiply it by 10. Then probably 10 again.
A major topic that keeps coming up in talking to CIOs across enterprises of all sizes and industries is the implementation gap
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AI 采用者创造就业机会
一项澳大利亚研究表明：“事实上，他们正在招聘更多的职位，且这些职位的技能要求比未采用 AI 的类似公司更广泛。”
AI adopters are creating jobs, not cutting them
Australian study says: "In fact, they are advertising for more jobs, and jobs with broader skill requirements, than comparable firms that haven’t adopted AI."
https://t.co/D55Mbw01uQ https://t.co/3n6Eytx3Zq
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GBrain 助力个人 AI
Jo 在后台使用 GBrain，这是让个人 AI 或公司智能为你工作的最快方式。个人 AI 已经到来。
Jo uses GBrain under the hood and this is one of the fastest ways to get a personal AI or company brain working for you
Personal AI is here
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酒吧
Bars
Bars
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构建你自己的 Jarvis
使用 OC/Hermes+GBrain 构建你自己的 Jarvis。
Build your own Jarvis with OC/Hermes+GBrain
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加州需要英雄
加州不能独自拯救自己，需要一些英雄，因此我们列出了一个清单。
California won't be saved on its own. It requires a few heroes, and so we made a list.
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Circleback 优于 Granola
Circleback 在扬声器识别和屏幕信息提取方面优于 Granola。如果你还没有切换，值得考虑。
Circleback has better speaker identification and screen information extraction than Granola
Worth switching if you haven't yet
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加州大学系统应采取相同措施
加州大学系统应该采取类似的行动。是时候了。
The UC system should do the same. It's time.
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2026年风险投资人的一天
早上9点：董事会会议。我主要的价值在于积极推动在非工程职能中使用Anthropic/OpenAI。稍微思考一下我如何成为基础模型公司的销售开发代表。中午1点：与另一位风险投资人共进午餐，我们讨论初创公司如何发展。
A day in the life of a VC in 2026:
9am: Board meeting. My main value-add is aggressively pushing for Anthropic/OpenAI usage in non-engineering functions. Briefly ponder how I became an SDR for foundation model companies.
1pm: Lunch with another VC. We discuss how startups can
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实时生成每个像素
每个像素将实时生成，其中很大一部分将在@reactorworld上完成。我很高兴支持两位杰出的创始人（@taiuti和@_bschmidtchen），在种子轮投资后在A轮加大投入。预计在未来几个月会听到很多关于他们的消息！
Every pixel will be generated in real time.. and a large proportion of that will happen on @reactorworld.
Thrilled to back two incredible founders (@taiuti and @_bschmidtchen) at the seed and double down at the A.
Expect to hear a lot about them in the coming months!
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在同质化时代，叙事更为重要
在这个同质化的时代，叙事比以往任何时候都更为重要。因此，找到一种方式来分享你的热情，从而在其他人中脱颖而出！
In this era of sameness, narrative matters FAR more than it used to. So find a way to share your obsession, to stand out from the rest!
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重建更精简快速的依赖
部分工作是重建更精简和快速的依赖项：- https://t.co/QIuyWGhe3V - 代理层 - https://t.co/c177W6KYqH - 文件系统安全 - https://t.co/YW6iCQZX4V - WASM中的图像引擎 - https://t.co/45NHImVgb7 - WASM中的Opus - https://t.co/B3ELm7gF7x - WASM中的PDF
Part of the work was rebuilding leaner and faster dependencies:
- https://t.co/QIuyWGhe3V - proxy layer
- https://t.co/c177W6KYqH - filesystem safety
- https://t.co/YW6iCQZX4V - Image engine in WASM
- https://t.co/45NHImVgb7 - Opus in WASM
- https://t.co/B3ELm7gF7x - PDF in WASM
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建造构建事物的东西
建造构建事物的东西。https://t.co/MVBOrdGZDM
build the thing that builds the thing.
https://t.co/MVBOrdGZDM
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每次发布都会启动数百个CI机器
每次发布都会启动数百个CI机器进行质量保证测试，最终创建一个账本。
Every claw release spins up hundreds of CI machines to QA test and eventually creates a ledger.
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构建octopool以解决GitHub速率限制
多次达到GitHub的速率限制，因此我构建了octopool：一个Cloudflare Worker，汇集你团队的PAT和GitHub应用安装，背后有一个共享的读取缓存。可以在Cloudflare上自托管，作为gh的替代品。https://t.co/qO7V08K0eo
Hit GitHub's rate limit one too many times, so I built octopool: a Cloudflare Worker that pools your team's PATs + GitHub App installations behind a shared read cache.
Self-host on Cloudflare. Drop-in gh shim. https://t.co/qO7V08K0eo
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少
少。
few
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Adam Hater会继续讨厌
Adam Hater会继续讨厌。
Adam Hater’s gonna hate
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@every 在榜单上排名第九
看到 @every 在这个榜单上排名第九，真是超现实！大家应该申请一下这个机会。
surreal to see @every at #9 on this list!
you should apply: https://t.co/UVzy1MRevu
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Opus 4.8 是游戏的改变者
Opus 4.8 被称为游戏改变者，这是 @every 的完整反馈。
Opus 4.8 is a GAMECHANGER
Here's the full vibe check from @every: https://t.co/mubT9q9aoT
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与 @kieranklaassen 和 @kplikethebird 直播
目前正在与 @kieranklaassen 和 @kplikethebird 一起直播，讨论 Opus 4.8，欢迎大家来参与。
LIVE with @kieranklaassen and @kplikethebird running Opus 4.8. Come hang.
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直播氛围检查：Anthropic 回归
进行了一次直播氛围检查，主题是 Anthropic 的回归，测试 Opus 4.8。
LIVE VIBE CHECK: Anthropic Is SO Back—Testing Opus 4.8 https://t.co/0qztcZrc7i
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有人需要阅读《自动化之后》
有人需要去阅读《自动化之后》这本书，链接在此。
Someone needs to read After Automation
https://t.co/j3r4aTuQoi