Yangchenn ☀️

[Moysei @0xMoysei]

https://t.co/Fnh6MxF3pS

[苍何 @canghe]

https://t.co/0qtZ0boeBs

[淘沙者(TheSandPicker) @Etudecn]

这段马斯克 2003 年在斯坦福的 45 分钟闭门演讲，真的有点东西。
不是那种空话连篇的创业鸡汤。
而是他亲自把“怎么从 0 搞出一家公司”一层层拆给你看。
更狠的是，
他没在讲概念，直接把自己当时手里那三家公司，到底怎么活下来的，整个过程都摊开了。
这种内容放到今天看都不过时。

很多人听完的反应都很统一：
这 45 分钟，顶得上你翻十本创业书。
那种真正能用的干货，往往就藏在这种老素材里，不吵不闹，但句句都是实战。

[darkzodchi @zodchiii]

Anthropic engineer showed how one person can run 5 AI agents, that code, test, review, and deploy at the same time.

In 30 minutes they built the whole thing live in one session.

Here's what they cover:

> when to use one agent vs a full team
> how to split work so agents don't step on each other > the exact framework for deciding what each agent handles

that's exactly why, I put together a guide on building agent teams that actually work.

full guide in the article below 👇

[黄小木 @ai_xiaomu]

https://t.co/qEXCXdWo5b

[木子不写代码 @ai_muzi]

爆肝制作，全网最细的 0基础 AI 应用构建+上线系统教程！👇👇

这一期跟完，保证你能做出并上线自己的第一个 AI 应用：

1️⃣ 基础入门：AI 编程工具准备、基本操作、界面介绍。
2️⃣ 开发流程：插件、与 AI 制定开发计划、前端后端、数据库托管、API 请求、环境变量、GitHub、数据库迁移。
3️⃣ 上线实战：功能验收、前端设计优化、端到端测试、网站部署、购买域名。

全程精剪没有废话，每一步都是理论 + 实操，
真正从一个想法走到应用上线！

时间戳：
00:42 1. AI编程工具准备
01:37 2.基本操作和界面介绍
04:31 3.智能体插件
07:03 4.superpowers制定开发计划
12:23 5.前端后端
14:05 6.supabase
14:46 7.API请求
16:08 8.子智能体驱动开发
17:11 9.环境变量
22:01 10.Github
24:46 11.Supabase密钥
26:50 12.数据库迁移
29:03 13.验收功能
32:19 14.前端设计优化
34:21 15.端到端测试
37:14 https://t.co/PmScc5pWne部署
43:43 17.购买域名
44:42 18.总结与展望

[Roan @RohOnChain]

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free.

Bookmark & watch this today before someone takes it down.

[Anatoli Kopadze @AnatoliKopadze]

https://t.co/3aubahGQlr

[Thariq @trq212]

https://t.co/MXt5XS4xBX

[逸尘 @gengdaJ]

https://t.co/fZXgHIkQcG

[逸尘 @gengdaJ]

https://t.co/1DKkDVEtC6

[实践哥MinLi @MinLiBuilds]

https://t.co/IMmrpWaQXR

[小八 @IceBearMiner]

https://t.co/yVsf9FZR8z

[cogsec @affaan]

~7500 stars and ~1000 forks in < 4 days

01/21/2026 @ 9AM PST:

"The Longform Guide to Everything Claude Code"

> Token optimization
> Memory persistence
> Continuous Learning
> Verification loops
> Parallelization
> Subagent orchestration

> + advanced e.g. (pass@k vs pass^k)

[Yuker @YukerX]

https://t.co/qhuiTG594a

[huangserva @servasyy_ai]

https://t.co/4P81MbAic2

[DAN KOE @thedankoe]

https://t.co/7l7Jef99QZ

[J.K. Rowling @jk_rowling]

I'm seeing quite a bit of comment about this, so I want to make a couple of points.

I'm not owed eternal agreement from any actor who once played a character I created. The idea is as ludicrous as me checking with the boss I had when I was twenty-one for what opinions I should hold these days.

Emma Watson and her co-stars have every right to embrace gender identity ideology. Such beliefs are legally protected, and I wouldn't want to see any of them threatened with loss of work, or violence, or death, because of them.

However, Emma and Dan in particular have both made it clear over the last few years that they think our former professional association gives them a particular right - nay, obligation - to critique me and my views in public. Years after they finished acting in Potter, they continue to assume the role of de facto spokespeople for the world I created.

When you've known people since they were ten years old it's hard to shake a certain protectiveness. Until quite recently, I hadn't managed to throw off the memory of children who needed to be gently coaxed through their dialogue in a big scary film studio. For the past few years, I've repeatedly declined invitations from journalists to comment on Emma specifically, most notably on the Witch Trials of JK Rowling. Ironically, I told the producers that I didn't want her to be hounded as the result of anything I said.

The television presenter in the attached clip highlights Emma's 'all witches' speech, and in truth, that was a turning point for me, but it had a postscript that hurt far more than the speech itself. Emma asked someone to pass on a handwritten note from her to me, which contained the single sentence 'I'm so sorry for what you're going through' (she has my phone number). This was back when the death, rape and torture threats against me were at their peak, at a time when my personal security measures had had to be tightened considerably and I was constantly worried for my family's safety. Emma had just publicly poured more petrol on the flames, yet thought a one line expression of concern from her would reassure me of her fundamental sympathy and kindness.

Like other people who've never experienced adult life uncushioned by wealth and fame, Emma has so little experience of real life she's ignorant of how ignorant she is. She'll never need a homeless shelter. She's never going to be placed on a mixed sex public hospital ward. I'd be astounded if she's been in a high street changing room since childhood. Her 'public bathroom' is single occupancy and comes with a security man standing guard outside the door. Has she had to strip off in a newly mixed-sex changing room at a council-run swimming pool? Is she ever likely to need a state-run rape crisis centre that refuses to guarantee an all-female service? To find herself sharing a prison cell with a male rapist who's identified into the women's prison?

I wasn't a multimillionaire at fourteen. I lived in poverty while writing the book that made Emma famous. I therefore understand from my own life experience what the trashing of women's rights in which Emma has so enthusiastically participated means to women and girls without her privileges.

The greatest irony here is that, had Emma not decided in her most recent interview to declare that she loves and treasures me - a change of tack I suspect she's adopted because she's noticed full-throated condemnation of me is no longer quite as fashionable as it was - I might never have been this honest.

Adults can't expect to cosy up to an activist movement that regularly calls for a friend's assassination, then assert their right to the former friend's love, as though the friend was in fact their mother. Emma is rightly free to disagree with me and indeed to discuss her feelings about me in public - but I have the same right, and I've finally decided to exercise it.

[Rueben Hewitt @FitFastCoach]

You sleep 8 hours every night but still wake up exhausted.

Coffee barely helps. Naps feel better at first...
then leave you even more drained.

Here’s what’s going on (and how to fix it):

[Yangchenn ☀️ @yangchenn92]

@getpeid Ok