Sean Hsu

[codila @0xCodila]

Jev is "Internet" moment for AI: up to 193x faster and 444x cheaper in tests with Claude Fable 5.1 and GPT-6 Astra

Whar is Jev, how to use and unlock its real 100х advantage in my 10-page research:

step 1 → meet Jev: LLM writes, agents act, Jev chooses the next move - split intelligence from execution

step 2 → turn every agent fork into three primitives: Choice selects one route, Score measures a defined scale, Noul returns the probability of yes

step 3 → build before getting access: use TypeSafe’s official adapter with OpenAI, Anthropic or xAI, then swap in Jev without rebuilding the graph

step 4 → setup first Jev: one state, three parallel decisions, risk-based thresholds and a real queue your agents can execute

step 5 → batch decisions instead of serializing them: 13 questions in one call ran 10x faster and 12.2x cheaper than 13 sequential calls

step 6 → place Jev at every bounded fork: choose the agent, model, tool, browser action or human escalation, then read fresh state

step 7 → benchmark the entire loop: Browser Use hit Google Flights in 7.1s, Every ran 777 checks in under 0.7s, Mobile Jev completed 9 actions in 21s

step 8 → rank wide, read narrow: Jev cut wrong Hermes skill loads from 16.8% to 7.3% and pushed legal Top-10 retrieval from 38% to 62%

step 9 → steal a system, not a prompt: Chief of Staff, model router, inbox firewall, research feed, browser controller and safety gate all use State → Questions → Action → Verify

step 10 → keep Jev out of math, writing and irreversible execution: code computes, LLMs create, Jev decides, fresh state proves the result

the result: one slow, expensive agent becomes an always-on decision machine that routes, scores and escalates in milliseconds

Copy the complete 10-page Jev blueprint - then read full 10-step roadmap below ↓

[astaxie @astaxie]

真的很感慨，斯坦福的课程更新速度太快了。

CS329Z 已经在教 AI Agent：RAG、Tool Use、MCP、Memory、Multi-Agent、Eval、Coding Agent……

再看看很多大学生还在学习上一个时代、甚至已经被淘汰的东西。

强烈建议身边的大学生都去学学这门课，真的很值得。

https://t.co/7CWzlKMzlu

[Sean Hsu @sahsumobi]

https://t.co/rFNcQ9KnzB

[Sean Hsu @sahsumobi]

@TommiPedruzzi Send

[Sean Hsu @sahsumobi]

@Manu_Sisti Doc

[Eric Jorgenson 📚 ☀️ @EricJorgenson]

🚨📕 THE BOOK OF ELON IS NOW LIVE!!! 🎉🚀

This is the book we WISHED @elonmusk would write…

“All of Elon's most useful ideas, in his own words.”

Learn directly from the world’s greatest entrepreneur, like you’re sitting across from him at dinner.

It took FIVE YEARS to make this for you.

Because it's built from hundreds and hundreds of Elon's public appearances.

I went through 3,000,000+ words to collect the most useful and timeless ideas.

The final book is ~50,000 words.

Every word is USEFUL.

(This is what I do. My first book, The Almanack of Naval Ravikant, is one of the top 100 most highlighted books of all time on Kindle.)

Then, I spent $50,000+ on editing and design so it looks and feels beautiful.

Then…

> Foreword by @naval.
> Visuals by @jackbutcher.
> Blurb from @mrbeast.
> Published by @scribemediaco.
> And yes, approval on this idea from Elon himself, thanks to @samteller.

I went Maximum Effort to make this an all-timer.

We got 10/10 on reviews from early readers, then worked on it for ANOTHER YEAR.

Why so much effort?

My mission is to create One Million Musks.

For a generation to lift our gaze and build, so our grandchildren live in a world beyond our wildest dreams.

I’m an independent author.

I don’t get an advance.

I risk my own time and money to make these books.

Then we give away millions of them. Digital versions are free.

I believe this book can benefit every human, and if you can’t pay five bucks for it, I want to personally gift it to you.

Because I know it is useful.

Useful how?

You may be seeking purpose, a mission worthy of your life’s effort.

You may have a clear purpose and seek the tools for success.

You will find both in this book.

Get the benefits of Elon’s entire life of hard-won lessons in a five-hour, easy read.

(I checked, it’s a 5th-grade reading level.)

You’ll feel personally mentored by the greatest entrepreneur in history.

Click below to buy it now on Amazon, Audible, or directly from me.

Amazon: https://t.co/QfAT4e6unY
Audible: https://t.co/BSCkUBaPw8
Me: https://t.co/A7ckDxv7Dk

If you’re not sure it’s worth $4.99 yet, just start reading the free version.

PLEASE take 6 seconds to Like, Bookmark, and Repost.

Even better: send this to your friends, team, or Group Chats!

I guarantee this book will improve their lives.

Spread the word!

Every little thing helps.

Your support spreads good ideas around the world, helping people and making the future better for everyone.

Thank you!

Forward. Together.

[Sean Hsu @sahsumobi]

@Manu_Sisti Easy, i did follow!

[Sean Hsu @sahsumobi]

@Jacobsklug Build

[Nicolechan @stark_nico99]

全球AI最有影响力的15个人，他们吵什么基本都会上新闻

@sama — Sam Altman，OpenAI CEO，每条推文都能引发行业震动
@elonmusk — Elon Musk，xAI 创始人 / X 平台掌舵者，Grok 模型背后的推手
@zuck — Mark Zuckerberg, Meta CEO, LLaMA 开源战略的最终决策者
@DarioAmodei — Dario Amodei,Anthropic CEO / 联创，前 OpenAI 研究副总裁，Claude 之父
@danielaamodei — Daniela Amodei，Anthropic 总裁 / 联创，AI 安全与产品化的核心推动者
@ilyasut — Ilya Sutskever，SSI 创始人 / 前 OpenAI 首席科学家，AGI 最接近的人之一
@karpathy — Andrej Karpathy，最会讲 AI 的工程师，深度好文必读
@ylecun — Yann LeCun，图灵奖得主 / Meta AI 掌门，最敢怼 AGI 泡沫的大佬
@demishassabis — Demis Hassabis, Google DeepMind CEO, AlphaFold 之父
@jeffdean — Jeff Dean，Google DeepMind 首席科学家，AI 基础设施奠基人
@AndrewYNg — Andrew Ng，AI 教育布道者，行业趋势判断极准
@drfeifei — Fei-Fei Li, ImageNet 之母 / World Labs 创始人，AI + 空间智能先驱
@Thom_Wolf — Thomas Wolf, Hugging Face 联创，开源 AI 生态核心人物
@gdb — Greg Brockman，OpenAI 联创，技术与产品的双重视角
@steipete — Peter Steinberger, OpenClaw 创始人 / 现 OpenAI，开发者视角最接地气

[Peter H. Diamandis, MD @PeterDiamandis]

https://t.co/1wLKYbhuCd

[Sean Hsu @sahsumobi]

@AlexFinn you rock man!

[Sean Hsu @sahsumobi]

@BensonTWN Congrats!

[Codie Sanchez @Codie_Sanchez]

Keep this one saved.

[DeepSeek @deepseek_ai]

API Update ⚙️

🔹 deepseek-chat → non-thinking mode
🔹 deepseek-reasoner → thinking mode
🧵 128K context for both
🔌 Anthropic API format supported: https://t.co/aZsaEm6MOX
✅ Strict Function Calling supported in Beta API: https://t.co/K9gPXEVuPW
🚀 More API resources, smoother API experience

2/5

[Codie Sanchez @Codie_Sanchez]

I think about this at least 1x a week.

[Naval @naval]

When You Truly Work for Yourself

[Navalism @NavalismHQ]

"Good investors don’t sell investment advice."

@naval

[AnyRouter @AnyRouter]

#anyrouter 主张AI平权

纳瓦尔说过人生的三个杠杆：资本杠杆、人力杠杆和知识产权杠杆。现代社会最强大的杠杆是知识产权，通过代码或内容可以实现低成本、高效率的规模化。

Ai发展到如今，可以说已经基本实现了技术平权，有任何想法，都可以借助Ai的代码能力深入研究，甚至开发落地。

[Nathan Lands @NathanLands]

I'M BLOWN AWAY.

Andrej Karpathy just explained Software 3.0 at YC.

BIG IDEAS: English is coding. AI is electricity. And, build for LLMs, not just people.

Key takeaways:

[BNO News @BNONews]

WATCH: Air India plane carrying 242 people crashes in Ahmedabad while taking off for flight to London