yu.hairong

@cvbgsj apart of 😃

@yhr331 💡 “AI write everything is a part of”

AI write everything is a part of OpenAI. Is it right?

@william40152988 越用越爽，越停不下来

以为取消5小时限制是好事， 结果直接放飞自我。 很焦虑没有了超能力! 还好手里还握手3张重置卷!😂

@OpenAIDevs @romainhuet 现在更新的频率非常快👍

7M+ weekly Codex users. 150+ updates in two months. @romainhuet catches you up on what’s new in Codex: GPT‑5.6 and Ultra Parallel work with /goal Faster computer use AppShots Inline edits Sites Codex mobile and SSH workflows PRs from review to merge

@gregisenberg Rebuild business by AI

HOW TO USE AI LOOPS TO RUN YOUR BUSINESS 24/7 A lot has been written about loop engineering for building products. Almost nothing about using loops to run the business itself. That's the bigger idea. A loop is when you give an agent a goal, a way to check its own work, and permission to keep trying until it hits that goal. Build. Verify. Repeat. Stop when the condition is met. Here's what it looks like in practice: 1/SEO loop You're position 30 for a term you want. The loop runs once a month, makes changes, checks where you rank, and keeps pushing until you're on page one. This is running in production right now on Inbox Zero. 2/Ads loop You're spending $100 a day and losing money. The loop tests creative, checks profitability, kills what fails, and keeps going until the account is in the black. 3/Eval loop Your AI feature is only 88% accurate. The loop keeps adjusting the prompt and swapping the model until it passes 90%. 4/LLM visibility loop People search in ChatGPT now, not just Google. Same loop, new scoreboard. Are we the answer or not? The whole thing hinges on one thing: a metric that comes back black and white. Where do I rank? Did it hit profitability? Did the evals pass? Give an agent that scoreboard and it runs for months. Loops used to run for 30 minutes. These run for a year. Take a step, sleep, wake up next month, take another one. You're basically hiring an agency that never sleeps, gets paid in tokens instead of invoices, and undoes its own mistakes when the number goes down. Full episode on @startupideaspod watch

@GergelyOrosz AI write everything is a part of OpenAI

The amount of AI writing on OpenAI's docs makes me sick. Filler sentences for nothing. Mannerisms and phrases humans would not write. Has a human even read this? And all of this will change how other docs are written, and how we all talk - for the worse IMO. 🤮

@glnarayanan @UnslothAI @NVIDIAAI @googlegemma is it work?

@UnslothAI @NVIDIAAI @googlegemma Going to try & see how it fares on my 5060Ti with 16 GB VRAM this weekend.

We’re releasing Gemma 4 NVFP4 quants that run 1.5× faster on your GPU. Gemma-4-12B NVFP4 works on 11GB VRAM. 26B-A4B hits 13K tok/s (B200). Unsloth NVFP4 enables faster, more accurate 4-bit Blackwell inference. Blog: unsloth.ai/docs/basics/nv… Gemma NVFP4: huggingface.co/collections/un…

@UnslothAI @NVIDIAAI @googlegemma 5060 Ti with 16 GB can work?

Manus On PowerPoint

@DataChaz this list is already mostly all green.

@DataChaz Claude with everything

✅ Claude Code ✅ Claude Cowork ✅ Claude Design ✅ Claude Finance ✅ Claude Science ✅ Claude Teacher ⬜ Claude HR ⬜ Claude Analytics ⬜ Claude Marketing ⬜ Claude Sales ⬜ Claude Legal ⬜ Claude R&D ⬜ Claude Procurement ⬜ Claude Accounting ⬜ Claude Engineering

@0xCodila 108,000 tokens down to 11 is crazy

Anthropic and Andrew Ng built an agent that uses 90% fewer tokens from scratch: they dropped the entire book of Frankenstein into a prompt - 108,000 tokens asked one question the input dropped from 108,000 tokens to 11 here's how: step 1 → put everything that never changes at the top - tools, then system, then docs step 2 → mark where the static part ends. everything above it gets cached step 3 → one stray space breaks it - and you pay full price again step 4 → the cache dies in 5 min - every read resets the clock step 5 → cached tokens don't count against your rate limits. free headroom most people never touch this - it pays for itself on day one watch & bookmark - this 1-hour brilliant course ↓

Anthropic and Andrew Ng built an agent that uses 90% fewer tokens from scratch

@lixinbao_X 国内有非常多这样的老板，特别是做政府或者国企资源的

认识一个年利润两千万左右的老板。 公司十来个人，一年却能做别人几十人的生意。 我问他每天都在忙什么。 他说，就两件事： 送礼，喝酒。 剩下的，交给员工。 他吃穿都很普通，几百块的衣服，油泼面照样吃。 但只要能把事情办成，该花的钱从不犹豫。 后来我发现，很多赚钱的老板都有一个共同点： 他们最大的资产，不是工厂，不是设备，也不是办公室。 而是别人愿不愿意第一个想到他。 生意做到最后， 卖的从来不是产品，而是信任。

@ChatGPTapp @coreyching ChatGPT can do everything

ICYMI, you can now build and ship full web apps with ChatGPT. @coreyching shows you how.

@rise_raise_ai @ChatGPTapp @coreyching 已经合并为一个应用程序了

@ChatGPTapp @coreyching With Codex or ChatGPT?

You can now build and ship full web apps with ChatGPT.

@thsottiaux 又是一个欢乐时光

Hello. We have reached 8M active users across Codex and ChatGPT Work. We are once again resetting the usage limits for all. And we continue to not have the 5h rate limit as well, allowing everyone to explore the boundaries of GPT-5.6 Sol and discover how ambitious you can be. See you tomorrow for more updates on our growth!

Once again Codex is resetting the usage limits for all

@claudeai 老师可以轻松的布置作业了😇

We're introducing Claude for Teachers: free access to premium Claude capabilities for verified K-12 educators in the US, with a library of teaching skills and a direct connection to evidence-based curricula, mapped to academic standards in all 50 states. claude.com/solutions/teac…