Edward Huynh

[smerkzz @0xsmerkzz]

Andrej Karpathy spent 8 years at OpenAI and Tesla

The real advantage is knowing how to take a working system apart, understand its logic and build your own.

That’s reverse engineering. Start with the result. Trace the decisions. Rebuild the parts that matter.

Observe → Take Apart → Understand → Rebuild → Test

Apply that mindset to AI agents: how they choose tools, pass context, recover from mistakes and decide when the job is done.

Every system you study becomes a lesson you can build from.

Bookmark and watch it.

Then read the full guide to Opus 5.5 + reverse engineering below ↓

[lauren @poteto]

@dineshndb you can try the prompt in this tweet https://t.co/5hKGpR9DvP

[whaley @whaleyxbt]

holy f*ck… git is done

may: 2,500 merges a day
september: 30,000+

CI alone ran 25 million checkouts a day. git was built for humans working offline.

so 7 people built their own source control and moved the whole monorepo in 5 months.

the engineers' main job? very often, telling claude "no".

they expect this wall to be common in 6–12 months.

[拓跋鼠 @qwerty__cs]

REA 作者把逆向提示词公开了

这踏马有点猛

复制提示词粘贴给 Claude Code、Codex、Cursor、Muse Code，直接让 AI 帮你干逆向。

安卓 APK、iPhone App、Windows EXE，固件、闭源软件也没问题

提示词和用法在下面，拿走不谢！

[Edward Huynh @Fuemiig0]

@joaomviso @TimJayas @thsottiaux @poteto lmao

[Edward Huynh @Fuemiig0]

@TimJayas @thsottiaux Give him some time maybe he’s probably busy with an FBI right now

[Hux @huxlab]

Anthropic 的工程师说：我们内部已经不怎么写 prompt 了，写的是循环。

她在台上花了半小时，展示了 Claude 团队如何创建能够自我提示的循环。

如果这堂课卖 700 刀，今年 Agent 课的榜单大概就是它。但它是免费的。

真正拉开代际差距的，不是谁的 Prompt 写得好，而是Agent系统架构彻底换了：

1. 记忆从一份 CLAUDE.md，进化成 Agent 自己读写的 memory/ 目录

2. 记忆待在对话里会烂掉：注意力被劈开，规律被埋住，旧笔记还在自信地用错

3. 白天各 Agent 把进展写进团队记忆

4. 夜里再跑一轮 dreaming：核对、整理、补全。第二天开工的那个，自动比昨天聪明一点

数据结果也很直观：一次通过的错误少了 97%，验收快了 30%。人回去看产品，不再一直盯着提示词。

提示词是一次性的，而循环能够持续执行。

差的不是你会不会问。

是你的 Agent 睡一觉之后，还记不记得昨天学到的东西。

[hoshino @hoshinoxbt]

SpaceXAI engineer Lauren Tan:

"There's no point running 100 agents if you can't trust even one agent's output"

"Without a verification skill, you have to check everything yourself — and you become the bottleneck"

In a 1-hour talk, she shares how she went from checking every result to shipping 1,000 PRs in a month

Review Every Step → Verify → Skills → Evals → Auto-Merge

Trust in agents isn't a feeling — it's infrastructure you build

Worth more than most $2,000 AI coding bootcamps

Bookmark it and watch tonight

[distort @distortgeekin]

Lauren Tan merged 2,500 PRs last month with a team of Grok Bots

She read almost none of them

Her agents are not smarter than yours

They are just not allowed to break 12 rules

I pulled all 12 from 4 hours of her talks and put them in one file:

> No proof, no merge
> Every failure becomes a skill
> A rule the model can forget is not a rule

Most people fix their agent with a longer prompt. She fixes it with a rule it can't skip

SpaceXAI pays $750K-$1.2M for engineers who work like this

Bookmark the file and paste it into your AGENTS.md

Then read how to build the full Grok Bot team in the article below ↓

[Edward Huynh @Fuemiig0]

@poteto @bobjones you should have Tibo tier

[Edward Huynh @Fuemiig0]

@MarcBuke @thsottiaux @GergelyOrosz @poteto it's overthinking just use low effort

[Edward Huynh @Fuemiig0]

@OpenAIDevs can i use in codex?

[Edward Huynh @Fuemiig0]

@thsottiaux you know, between the future looking darker than midnight and life being a total dumpster fire right now, it's really great to see him so upbeat 🤣🤣🤣

[syo5 @syo5_]

本日よりnetflixで配信開始の「ムーンライズ」ED映像の着彩と、ほんの少しですがボード作業で参加させてもらってます！

[Sakata @sakatayasha]

ChatGPT Plus free for limited time only

claim here: open https://t.co/QgjXNewDlq

important:
> limited time only
> it renews at full price after the promo, so cancel if you don't want that

[Edward Huynh @Fuemiig0]

@kirakcursor @thsottiaux @davis7 you can check it out in the introduction section about dot from OpenAI
https://t.co/DL4gJh3ffB

[ClaudeDevs @ClaudeDevs]

We're adding a new plugin to Claude Code: You should Know.

It scans Claude's output for important information you might miss to help keep you in the loop.

Enable it with:

/plugin enable cc-plugin-you-should-know@builtin

[Vaibhav Sisinty @VaibhavSisinty]

The interview with @thsottiaux from OpenAI 🔥

0:00 Everything OpenAI launched at DevDay

2:44 Sponsors: Wispr Flow, Hostinger, OpenArt

4:11 What is ChatGPT Dots?

7:52 Will ChatGPT Dots be free?

10:15 GPT-6.1 Sol vs GPT-6 Astra

11:44 Is AI now building AI?

12:53 Ultra Fast: when does everyone get it?

14:00 How OpenAI rebuilt the ChatGPT desktop app in 30 days

19:08 Why everything will run in the cloud

20:55 Calling your Dots on the phone

22:11 The new Turing test

24:05 OpenAI's mission and AI safety

26:14 Why OpenAI still works like a startup

27:29 The truth about ChatGPT usage resets

29:00 The $500 ChatGPT plan

30:17 Sponsors in action

32:23 Why AI agents still fail

33:52 OpenAI's AI is now on call

34:26 OpenAI's internal benchmarks

35:55 Open source Codex and the open ecosystem

38:42 ChatGPT Space explained

39:45 Is the chat box holding AI back?

42:26 Every DevDay update, full workshop

43:28 How people really use ChatGPT Work and Codex

44:01 When is the next OpenAI model coming?

45:05 What AI has to solve next

45:32 Is your job safe from AI?

48:14 Rapid fire

48:54 Has OpenAI already reached AGI?

50:48 The one thing he'll never let AI do

51:22 His morning AI routine

52:15 What he'd build if not AI

Watch the full podcast on YouTube or X.

Enjoy!

[Edward Huynh @Fuemiig0]

@The_Alex i called my dot today 4 times and he did not pick up too