Ben's Bites：ChatGPT Work 新增登录流程，Claude Chat 与 Cowork 共享记忆

76 1 1 Share Hey folks,

Most agents now use a browser to complete tasks for you. But a lot of the websites you want them to visit are behind a login page.

There are a couple of ways around this. You could type in your details in the browser yourself. Fine, but annoying, and not always possible. Or you could paste the password or an API token into the chat. We’ve all done that, but that’s not secure now, is it?

ChatGPT Work has a new sign-in flow that sits between the two. I think they picked it up from Grok Bot.

When Work reaches a login page, it pauses and shows you a widget/form. You enter your username, password and 2FA code there. They don’t go into the chat. Work passes them along directly to the cloud browser on your behalf.

Once the website signs that browser in, the agent carries on.

The session can stay signed in for later tasks, and you can clear it in settings.

Much easier. Still maybe don’t start with your bank (though Elon will make you whole if you do it with Grok Bot).

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Claude Chat and Cowork now share their memory . I’m not sure that’s a good thing. You don’t want your frustration with a colleague (that you mentioned to Claude in a random chat) to change the tone of your emails with them (written via Cowork).

It’s still separate from Claude Code’s memory, but that's not great either. Theo made a video about it: Turn off Claude Code’s memory.

Despite everyone’s attempts to get Memory right, it keeps saving irrelevant stuff to memory or referring to it unnecessarily. I touched a bit on my current memory setup in last Friday’s post .

Three new-ish models to look at:

GLM-5.3-Flash - The reveal of the Ox Alpha secret. It’s a great open-source alternative for GPT-5.6-Luna.

Muse Image is now in Meta’s API. Generate or edit images at $0.01 per image.

Gemini 3.5 Transcribe - New model from Google for audio transcription. It’s quite pricey, but makes way fewer errors than other models.

OpenAI’s new chip Jalapeño beats Nvidia’s Blackwell chips on both speed and efficiency. Across three open models, its first inference chip delivered 1.5-1.9x more work per watt and 1.7-3.6x lower latency. It starts deploying by year-end.

Also, remember when an OpenAI model hacked Hugging Face? They completed the investigation into it and released a report . Btw, Nvidia is buying Hugging Face for $12.9B (via The Information).

Looks like a toxic love triangle between these three.

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fuck cancer - skill for agents to help patients and caregivers.

A $50k hackathon to help one kid fight a rare disease.

Claude now has its own built-in browser in Cowork .

Scheduled tasks in ChatGPT can now also run from a trigger like a Slack message, new email, etc.

Search and spot trends in over 130,000 actively transcribed podcasts. ( examples )

Patterns in how people use Claude from 250k anonymised chats.

screendrop - Open source alternative to Loom and Screen Studio, downloadable as a Mac app.

Edit a song section by section with ElevenLabs Composer.

Cosy listening room so you can flip through & play your Spotify albums.

Using Codex to automate repetitive eval work . ( Hamel’s notes )

The latest personal agent making investors go crazy (already valued at $2.5B).

opencomputer.dev - Deploy your agents as functions, with a Linux computer for each one.

Fully local version of Perplexity Computer, built to run on Nvidia DGX Spark.

Teach a robot new tasks from just one video.

Robot-training dataset with 16M videos from 100+ countries.

Brian Armstrong @brian_armstrong One solution is to train the AI to write like you.

Specifically:

1. Ask your agent to assemble everything you've ever written. Docs + Slack + X + Other. 2. Then have it write a markdown profile on you, your style and beliefs. 3. Then when it writes, ask it to pull specific Jeff Stein @jstein_notus New - Billionaire Stanley Druckenmiller tells me "of course" he used AI to write op-ed on Bessent & bond market

"There's a reason I moved from an English major to being an economics major," he says, "I'm not embarrassed by it"

No response from WSJ

https://t.co/9j0tkH2qFe 8:40 PM · Aug 25, 2026 · 302K Views 152 Replies · 78 Reposts · 1.26K Likes @brian_armstrong You can go further than this to get even better writing output. Create a little script to analyze your corpus' usage of punctuation, p90 sentence and pargraph length, quotes per 1000 words, comma usage, triplets, negation, etc. (add as many numerical graders as you want). Then","username":"jaredpalmer","name":"Jared Palmer","profile_image_url":"https://pbs.substack.com/profile_images/2086435077102194688/SBiUJqKt_normal.jpg","date":"2026-08-26T20:47:14.000Z","photos":[],"quoted_tweet":{},"reply_count":0,"retweet_count":0,"like_count":45,"impression_count":2112,"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"> Jared Palmer @jaredpalmer @brian_armstrong You can go further than this to get even better writing output. Create a little script to analyze your corpus' usage of punctuation, p90 sentence and pargraph length, quotes per 1000 words, comma usage, triplets, negation, etc. (add as many numerical graders as you want). Then 8:47 PM · Aug 26, 2026 · 2.11K Views 45 Likes Developers @XDevelopers Introducing 𝕏 Chat Agents powered by our new 𝕏 Chat API & Chat XDK. 9:45 PM · Aug 26, 2026 · 301K Views 68 Replies · 146 Reposts · 1.37K Likes openai.com/build-week ","username":"OpenAIDevs","name":"OpenAI Developers","profile_image_url":"https://pbs.substack.com/profile_images/2022002720971096064/l3Kyt4qt_normal.jpg","date":"2026-08-25T21:38:52.000Z","photos":[],"quoted_tweet":{},"reply_count":49,"retweet_count":42,"like_count":678,"impression_count":85673,"expanded_url":{"url":"https://openai.com/build-week","title":"OpenAI Build Week","description":"A week for exploring what’s possible with Codex.","domain":"openai.com","image":"https://pbs.substack.com/news_img/2092368642834878464/XbC5suuA?format=jpg&name=orig"},"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"> OpenAI Developers @OpenAIDevs We’re excited to announce the OpenAI Build Week winners 🥁

Meet the builders behind the eight winning projects and see what they shipped with Codex.

openai.com/build-week openai.com OpenAI Build Week 9:38 PM · Aug 25, 2026 · 85.7K Views 49 Replies · 42 Reposts · 678 Likes Jeff Stein @jstein_notus New - Billionaire Stanley Druckenmiller tells me "of course" he used AI to write op-ed on Bessent & bond market

"There's a reason I moved from an English major to being an economics major," he says, "I'm not embarrassed by it"

No response from WSJ

notus.org Billionaire Stanley Druckenmiller’s WSJ Op-Ed Criticizing Bessent Was Written With AI 2:53 PM · Aug 25, 2026 · 2.15M Views 186 Replies · 397 Reposts · 3.25K Likes Find me on X , Linkedin , or YouTube

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