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Ben's Bites更新于 10月13日 11:45

Claude Cowork 并入 Claude Chat,Anthropic 扩展 Artifacts 与 Claude Mods

New home for Cowork - Ben's Bites

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Claude Cowork 正与 Claude Chat 合并,不再需要单独标签页,已连接的 app、技能和上下文都能在普通 Claude.ai 对话中使用,合上笔记本后仍可继续工作。Claude Artifacts 将推出 Docs 和 Slides 专用产品,Claude Design 也进入对话;Claude Code 的最新实验定名为 Claude Mods,可改变 Claude Code 的外观与行为。Gemini API 新增 3.8 Live 和 3.8 Live Extended Thinking 两个 Live 模型,支持视频与音频输入、输出音频,3.8 Live 比 GPT-Live 1 便宜 7 倍。

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33 Share Hi folks,

I’ve not been building as much this week 😬 - hand, foot and mouth is back in our house (happens yearly with 3 young kids!), and I have to get prep done for my Stanford talk on the 28th - they invited me back!

I’ll be in SF that week, heading to OpenAI Dev Day on the 29th to see what goodies they have in store for us - I predict we’ll see some stuff today, and they’re bound to have a personal agent up their sleeves to release very soon (pure speculation though).

For my Stanford talk, I’ve actually gone back to revisit the reference manual/course I was making for months (and hated every version I made). But now, since doing my Friday posts, I feel like I’ve got a better feel for how to do the course. This time I’ve actually made lessons I’m happy with, which is already miles better than my last attempts.

I’ll try and whip up something for a post tomorrow, but we’ll see if time (and kids) permits.

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Claude Cowork is merging with Claude Chat . No more separate tab for bigger tasks. All your connected apps, skills and context are available in a normal Claude.ai chat. It can also keep working after you close your laptop. OpenAI will likely follow this pattern soon and merge ChatGPT and ChatGPT Work.

Claude Artifacts is also getting dedicated products for Docs and Slides , with Claude Design moving into conversations too. Is Anthropic invading G Suite and Office?

Update on Claude Code’s latest experiment . It has a name → Claude Mods . Mods change how Claude Code itself looks and behaves. You can ask Claude to write these mods for you, so the app can fit how you work (well, Claude works and you play Tetris ).

Gemini API has two new Live models: 3.8 Live and 3.8 Live Extended Thinking . These models take video and audio as input and output audio. They work great for use cases where you want the model to provide real-time assistance. I tried them in AI Studio for a couple of minutes, and didn’t notice any hiccups. It can be a great alternative to GPT-Live 1, since 3.8 Live is 7x cheaper.

New LLM killer model - Jev . Built by TypeSafe AI. The founder co-created ChatGPT. Jev doesn’t really generate text like LLMs. Instead, it creates probabilities for possible answers. Suitable for software that needs lots of quick judgments : what API to call next, which model to route a request to , or a trading bot . 5x cheaper inputs vs 5.6 Luna; free output tokens and 5.6 Terra-like performance on relevant tasks.

Union Alpha - new stealth model available through OpenRouter, Cloudflare and other providers. Outperforms 5.6 Sol on the DeepSWE benchmark at 5.6 Luna’s cost. Some rumours say it is a router; others say a GPT-6 variant (GPT-6 Luna??) or another GLM model (GLM-5.3-Flash launched this way). I had a good first chat with it; it spoke well, but then it revealed all my api keys in another session, and I’ve been getting ‘provider errors’ because it’s overloaded ever since….

Meta One - new subscription from Meta with extra AI features/usage in Muse and paid tools across Instagram, Facebook & WhatsApp.

Factory raised $200M at a $5B valuation . To celebrate, I updated my plugin for using Droid in the bb app . If I have to build anything ‘properly’ ie I care that it’s not vibe-slopped, I use Droid. And I’ve been using the Droid Core models a lot recently (open-source models) - they’re so quick, and not noticeably different from frontier models for most cases.

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Inside OpenAI’s agentic software factory .

Can AI models build a T-shirt store ? This was a cool read; also check out all the supporting docs she includes in the post.

Reception by ElevenLabs - an AI receptionist for small businesses.

How OpenAI plans to report models misbehaving .

Slack Code lets your team and coding agents plan, build and review together

Grok Bot can now use 1Password .

Pion - agents for running fully autonomous companies.

Which models are best at searching the web?

Buzz - Your coding agent can ping your iPhone when it needs you.

Arrow 2 by Quiver - New SVG generation model. Their last one was way ahead of LLMs; curious how it compares with Astra now.

Code contracts - write down what your code must do, then have agents check it.

Self-updating docs from Mintlify. Now with ready-made automations.

An API to invent a dataset to train your models. ( docs )

TanStack Markdown - a tiny parser for docs, blogs and streaming AI responses.

Building a company brain people actually want to use.

A benchmark to answer how often AI agents cheat .

Xiaomi’s AI team is streaming the RL run for their upcoming model.

What stays expensive when AI gets cheap ?

Kevin Ngo @kevin_t_ngo I made a website with 25 mini rooms, each with Claude keeping people company.

Created with Claude Opus 5. 3:01 PM · Sep 16, 2026 · 285K Views 90 Replies · 119 Reposts · 2.41K Likes eusurvey.vercel.app .","username":"patrickc","name":"Patrick Collison","profile_image_url":"https://pbs.substack.com/profile_images/825622525342199809/_iAaSUQf_normal.jpg","date":"2026-09-16T12:22:35.000Z","photos":[],"quoted_tweet":{},"reply_count":58,"retweet_count":65,"like_count":392,"impression_count":207590,"expanded_url":null,"video_url":null,"video_preview_media_key":null,"belowTheFold":true}" class="pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-j62Gac outline-detail-Yl5oYx pc-borderRadius-md sizing-border-box-LGXObM pressable-lg-bfeQpw font-text-a4IB2X tweet-fWkQfo twitter-embed"> Patrick Collison @patrickc A quick EU founder survey: eusurvey.vercel.app . 12:22 PM · Sep 16, 2026 · 208K Views 58 Replies · 65 Reposts · 392 Likes @imarikchakma \n2. gpu-query: natural language to structured filters by @cheatyyyy \n3. neural-flexbox: model to centre a div (!) by @aaronvanston \n4.…","username":"shuding","name":"Shu","profile_image_url":"https://pbs.substack.com/profile_images/1653342726966980608/qNCeG9WK_normal.jpg","date":"2026-09-16T07:54:19.000Z","photos":[],"quoted_tweet":{"full_text":"I trained a small model to do syntax highlighting in the browser with GPU.\n\nMeet gpu-lexer from Vercel Labs: Small (27.5KB), fast (runs on WebGPU), and language-agnostic (model guesses the syntax).\n\nhttps://t.co/ELWO2Qtu0J\n\nIt is experimental and built for learning!","username":"shuding","name":"Shu","profile_image_url":"https://pbs.substack.com/profile_images/1653342726966980608/qNCeG9WK_normal.jpg"},"reply_count":20,"retweet_count":32,"like_count":650,"impression_count":44366,"expanded_url":null,"video_url":null,"video_preview_media_key":null,"belowTheFold":true}" class="pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-j62Gac outline-detail-Yl5oYx pc-borderRadius-md sizing-border-box-LGXObM pressable-lg-bfeQpw font-text-a4IB2X tweet-fWkQfo twitter-embed"> Shu @shuding After one week, there are 5 more small models for specific tasks on the web:

1. gpu-time: natural language to JS date and time by @imarikchakma 2. gpu-query: natural language to structured filters by @cheatyyyy 3. neural-flexbox: model to centre a div (!) by @aaronvanston 4.… Shu @shuding I trained a small model to do syntax highlighting in the browser with GPU.

Meet gpu-lexer from Vercel Labs: Small (27.5KB), fast (runs on WebGPU), and language-agnostic (model guesses the syntax).

It is experimental and built for learning! 7:54 AM · Sep 16, 2026 · 44.4K Views 20 Replies · 32 Reposts · 650 Likes paste.rachel.systems/ukogokijaz.md ","username":"chaotictransfem","name":"rachel","profile_image_url":"https://pbs.substack.com/profile_images/2073174171337584640/NxJSafDL_normal.jpg","date":"2026-09-16T20:45:09.000Z","photos":[],"quoted_tweet":{"full_text":"anybody have go-to skills for fixing bad labels/copy in web apps? cannot handle opus and astra adding unnecessary \"it does [good thing] -- never [random error]\" below everything and making all the labels weirdly verbose and self-aggrandizing","username":"chaotictransfem","name":"rachel","profile_image_url":"https://pbs.substack.com/profile_images/2073174171337584640/NxJSafDL_normal.jpg"},"reply_count":5,"retweet_count":1,"like_count":100,"impression_count":6872,"expanded_url":null,"video_url":null,"video_preview_media_key":null,"belowTheFold":true}" class="pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-j62Gac outline-detail-Yl5oYx pc-borderRadius-md sizing-border-box-LGXObM pressable-lg-bfeQpw font-text-a4IB2X tweet-fWkQfo twitter-embed"> rachel @chaotictransfem okay i made a quick skill to get the model to delete useless UI copy. surprisingly works quite well with opus. have fun!

paste.rachel.systems/ukogokijaz.md rachel @chaotictransfem anybody have go-to skills for fixing bad labels/copy in web apps? cannot handle opus and astra adding unnecessary "it does [good thing] -- never [random error]" below everything and making all the labels weirdly verbose and self-aggrandizing 8:45 PM · Sep 16, 2026 · 6.87K Views 5 Replies · 1 Repost · 100 Likes evaluatorbench.com (research preview)\n\nsource-linked directory of third-party evaluators of frontier AI. each one has an independence score you can take apart: change the weights, …","username":"yoheinakajima","name":"Yohei","profile_image_url":"https://pbs.substack.com/profile_images/1452754543217831938/T2O-66Yy_normal.jpg","date":"2026-09-16T06:22:12.000Z","photos":[{"img_url":"https://pbs.substack.com/media/HST3cIPbkAA3_Vn.jpg","link_url":"https://t.co/mLj97URYTB"},{"img_url":"https://pbs.substack.com/media/HST4Zh4bkAAkQ8a.jpg","link_url":"https://t.co/mLj97URYTB"},{"img_url":"https://pbs.substack.com/media/HST4gGMaIAAQQFF.jpg","link_url":"https://t.co/mLj97URYTB"},{"img_url":"https://pbs.substack.com/media/HST4j7VawAAZAtl.jpg","link_url":"https://t.co/mLj97URYTB"}],"quoted_tweet":{},"reply_count":20,"retweet_count":3,"like_count":60,"impression_count":8396,"expanded_url":null,"video_url":null,"video_preview_media_key":null,"belowTheFold":true}" class="pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-j62Gac outline-detail-Yl5oYx pc-borderRadius-md sizing-border-box-LGXObM pressable-lg-bfeQpw font-text-a4IB2X tweet-fWkQfo twitter-embed"> Yohei @yoheinakajima the independence of AI evaluators is going to matter more... so i made it a "benchmark":

evaluatorbench.com (research preview)

source-linked directory of third-party evaluators of frontier AI. each one has an independence score you can take apart: change the weights, … 6:22 AM · Sep 16, 2026 · 8.4K Views 20 Replies · 3 Reposts · 60 Likes Find me on X , Linkedin , or YouTube

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