Promix

I notice everything when others are still asleeping

[Promix @Promixyz]

真正开始毁掉自己，往往不是在失败的时候。

而是在所有人都开始夸他的时候。

我最近看了翟山鹰十多分钟的演讲，本来以为又是场普通的金融课。

结果前两分钟，他几乎没讲金融。

他说了句话，我反复听了好几遍：

人在台上骗别人并不可怕，最可怕的是骗着骗着，最后把自己也骗了。

年轻讲师第一次站上台，可能很清楚自己有几斤几两。

但台下的人越来越多。

有人鼓掌，有人崇拜，有人叫他老师，有人开始把他说的每句话都当成答案。

第一次，他知道自己在表演。

到了第100次，他可能真的开始相信：

自己就是那个“神”。

翟山鹰把这种东西比喻成架梯子。

别人夸你，就是在你脚下搭梯子。

名气是层台阶。

财富是层台阶。

掌声是层台阶。

地位又是层台阶。

真正的问题，不是这架梯子能让你爬多高。

而是当你已经爬到自己都不敢往下看的高度时，只要下面有人轻轻踹脚，你可能连重新开始的机会都没有。

所以他说：

梯子搁在那，不爬。永远要知道自己是谁。

更有意思的是，后面他讲商业，金融教育，企业家，其实始终没有离开这个逻辑。

他说自己在清华讲了11年，在北大讲了10年，但对很多所谓的EMBA和总裁班评价极其直接：

大量课程最终解决的不是企业家的问题，而是培训机构自己的收入问题。

学校要赚钱。

媒体要赚钱。

培训机构也要赚钱。

当整个系统都有自己的利益目标时，你不能默认有人会自动来救你。

所以他反复说了句话：

“我们需要自己救自己。”

这可能才是这十分钟真正值得听的地方。

财富，教育，商业，甚至所谓的“成功”，最后都指向同个问题：

当所有人都在告诉你“你已经成功了”的时候，

你还能不能清楚地知道自己是谁。

失败会让人怀疑自己。

成功有时候更危险。

因为它会让你相信根本不存在的自己。

而大多数人真正摔下来的地方，

往往不是谷底。

是梯子的最高处。

[Promix @Promixyz]

Anthropic AI engineer just showed how to give AI agents real memory in 4 steps - and it changes everything

in 28 minutes he shows exactly how agents can remember across sessions, completely free worth more than any $500 AI engineering course here's what he covers:

• why agents forget everything between sessions
• memory stores - agents read, write across sessions
• dreaming - agents that improve their own memory
• 95% cache hit rate, so it stays cheap

most people are still copy-pasting context into every new chat - while the people who figured this out are building agents that get smarter every single night

watch full video then read article below

[Promix @Promixyz]

Anthropic AI engineer just showed how to give AI agents real memory in 4 steps - and it changes everything

in 28 minutes he shows exactly how agents can remember across sessions, completely free worth more than any $500 AI engineering course here's what he covers:

• why agents forget everything between sessions
• memory stores - agents read, write across sessions
• dreaming - agents that improve their own memory
• 95% cache hit rate, so it stays cheap

most people are still copy-pasting context into every new chat - while the people who figured this out are building agents that get smarter every single night

watch full video then read article below

[Codez @0xCodez]

https://t.co/ukxBEVt5Vl

[Promix @Promixyz]

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch.

This 2-hour Stanford lecture gives you the exact pipeline LLM engineers get paid $750K/year for.

Data + architecture + scaling laws + post-training. Bookmark it & watch today.

Then read article below.

[Promix @Promixyz]

Anthropic AI engineer just dropped a live masterclass on how to ship a team of production‑ready AI agents.

37 minutes. Free. From the Anthropic team. here’s what she covers:

• 3 building blocks: brain, hands, sessions • server-side loop, so nothing breaks on refresh
• agent teams shipping to production 10–15x faster
• why agents die before production brain (persona) + hands (environment) + sessions = a production agent out of the box.

most people are still babysitting fragile agent scripts, while the people who figured this out ship agents that just stay running.

Watch this workshop, then read the full guide below.

[Promix @Promixyz]

Anthropic AI engineer just dropped a live masterclass on how to ship a team of production‑ready AI agents.

37 minutes. Free. From the Anthropic team. here’s what she covers:

• 3 building blocks: brain, hands, sessions • server-side loop, so nothing breaks on refresh
• agent teams shipping to production 10–15x faster
• why agents die before production brain (persona) + hands (environment) + sessions = a production agent out of the box.

most people are still babysitting fragile agent scripts, while the people who figured this out ship agents that just stay running.

Watch this workshop, then read the full guide below.

[Codez @0xCodez]

https://t.co/OKVRrLvphu

[Promix @Promixyz]

Google engineer:

"delete your IDE, you don't need it anymore. in 2026 if you are still not building AI agents, it's crazy how bad you are

At Google, 85% of engineers are running agentic "loops" and graphs, that's how the engineering setup will look"

in a 25-minute session, a Google engineer with 30 years of experience reveals how AI engineering will look like in 2026

Worth more than 10 paid agentic courses

Watch it today, then read how to run a self-improving agentic system in the article below

[Codez @0xCodez]

https://t.co/WVztfCUH4u

[Promix @Promixyz]

SpaceXAI engineer, Lauren Tan:

"GrokBot is the most powerful agentic tool we have ever built, but only 1% of users use it correctly

right now I'm running a team of 20+ GrokBot agents. I have a Chief of Staff agent, 3 managers and 16 workers - that's how the team looks like"

In a 1-hour workshop, a SpaceXAI engineer reveals how to use Grok agents at 100% of their potential

worth more than a $500 agent engineering course on the internet

Skip Netflix and watch today, it will change the way you use GrokBot forever, then read the article below

[Promix @Promixyz]

Ten million people have watched an MIT professor accidentally destroy the executive coaching industry. He filmed the lecture once in January 2018 and died eighteen months later.

Executive coaches charge fifteen thousand dollars a session to teach a third of what he covered in one hour for free.

His name was Patrick Winston. He ran the MIT Artificial Intelligence Laboratory from 1972 to 1997 and wrote the AI textbook every computer science major in the world read for thirty years.

Every January for four decades, he gave a lecture called "How to Speak."

His entire framework fits on a napkin. Do not read. Be in the image. Keep images simple. Eliminate clutter. Start with an empathetic connection. End with a punch line the audience can repeat over dinner. Never open with a joke. Never end with "thank you."

That last rule alone has probably cost the executive coaching industry a hundred million dollars.

"Your success in life will be determined largely by your ability to speak, your ability to write, and the quality of your ideas. In that order."

That is the actual opening line of the lecture. Winston believed it strongly enough to spend fifty years teaching computer scientists how to talk.

Founders spend $80,000 on an MBA and then hire a communications coach to teach them the same material Winston filmed once for free. Engineers write brilliant code and lose promotions to teammates who watched this lecture on the train.

The lecture is free on MIT OpenCourseWare. The textbook is free on his page.

Winston died in 2019. Almost none of the ten million viewers have actually implemented the four rules on the napkin.

The napkin is free. The willingness to actually use it in your next meeting is the entire edge.

[Promix @Promixyz]

Cursor Head of AI Engineering just showed how they’re building coding agents powered by Claude.

14 minutes. free. by creators of best coding tool.

30%+ of all Cursor’s internal merged PRs are now shipped by agents.

each agent gets its own VM. writes code. opens a browser.

worth more than any $500 vibe-coding course. Bookmark it.

[Promix @Promixyz]

Cursor Head of AI Engineering just showed how they’re building coding agents powered by Claude.

14 minutes. free. by creators of best coding tool.

30%+ of all Cursor’s internal merged PRs are now shipped by agents.

each agent gets its own VM. writes code. opens a browser.

worth more than any $500 vibe-coding course. Bookmark it.

[Lummox @Lummox_eth]

https://t.co/FXekBgz6kE

[Promix @Promixyz]

Creator of Claude Code:

“Fable 5 is writing 100% of my code now. It’s at least 3x more powerful than Opus.”

Every problem I gave to Fable, it one-shotted. I’m running out of coding problems for it.

in 40-minute talk Boris explain how to unlock 100% potential of Claude new models

Fable 5 + loops + dynamic workflows + routines- that’s the secret

Worth more then 500$ vibe-coding course

[Lummox @Lummox_eth]

https://t.co/FXekBgz6kE

[Promix @Promixyz]

Ten million people have watched an MIT professor accidentally destroy the executive coaching industry. He filmed the lecture once in January 2018 and died eighteen months later.

Executive coaches charge fifteen thousand dollars a session to teach a third of what he covered in one hour for free.

His name was Patrick Winston. He ran the MIT Artificial Intelligence Laboratory from 1972 to 1997 and wrote the AI textbook every computer science major in the world read for thirty years.

Every January for four decades, he gave a lecture called "How to Speak."

His entire framework fits on a napkin. Do not read. Be in the image. Keep images simple. Eliminate clutter. Start with an empathetic connection. End with a punch line the audience can repeat over dinner. Never open with a joke. Never end with "thank you."

That last rule alone has probably cost the executive coaching industry a hundred million dollars.

"Your success in life will be determined largely by your ability to speak, your ability to write, and the quality of your ideas. In that order."

That is the actual opening line of the lecture. Winston believed it strongly enough to spend fifty years teaching computer scientists how to talk.

Founders spend $80,000 on an MBA and then hire a communications coach to teach them the same material Winston filmed once for free. Engineers write brilliant code and lose promotions to teammates who watched this lecture on the train.

The lecture is free on MIT OpenCourseWare. The textbook is free on his page.

Winston died in 2019. Almost none of the ten million viewers have actually implemented the four rules on the napkin.

The napkin is free. The willingness to actually use it in your next meeting is the entire edge.

[Promix @Promixyz]

IBM just released a 1-hour course on building agentic knowledge graphs from scratch:

• 00:00 - Introduction to knowledge graphs
• 05:35 - Building your first agentic graph
• 19:59 - Agentic memory powered by graphs
• 30:39 - Graphs for multi-agent orchestration

This 1-hour watch will replace 10 paid courses on agentic engineering.

Watch it today, then learn how to become a knowledge graph engineer in the article below.

[Promix @Promixyz]

IBM just released a 1-hour course on building agentic knowledge graphs from scratch:

• 00:00 - Introduction to knowledge graphs
• 05:35 - Building your first agentic graph
• 19:59 - Agentic memory powered by graphs
• 30:39 - Graphs for multi-agent orchestration

This 1-hour watch will replace 10 paid courses on agentic engineering.

Watch it today, then learn how to become a knowledge graph engineer in the article below.

[Promix @Promixyz]

Anthropic just released 5 workshops on building self-improving agentic systems from scratch:

00:00 - Ship your first Claude agent
36:44 - Self-improving agents (tools,skills)
1:21:25 - Build memory for Claude agents
1:49:47 - Set up a proactive agent
2:11:31 - Make your agent autonomous

These 3-hours of Claude workshops will replace 20 paid agentic courses.

Watch today, then read article below on how to build a self-improving agentic system with Fable 5.

[Promix @Promixyz]

John Geanakoplos, Yale professor and former Managing Director at a $30 billion hedge fund:

"Take a coin that only ever lands on plus one or minus one, nothing in between. Flip it enough times and add up the results, and you get the exact same bell curve as something that could land on any number at all. That's not a coincidence. It's basically the entire foundation of modern finance."

this is the trick that lets one formula describe almost everything, even things that started out looking nothing alike.

cut through the surprise and the mechanism is oddly elegant. two coins that only ever produce two very different, very extreme outcomes each, add enough of them together and the sum starts looking like the smooth, familiar bell curve, regardless of how weird the individual pieces were.

that's why the normal distribution shows up everywhere in finance. it's not that markets are naturally bell shaped. it's that adding together enough independent things tends to produce that shape no matter what the pieces looked like on their own.

zoom out to why that's actually a dangerous convenience. the bell curve assumes big surprises basically don't happen, the tails die off fast. but real markets keep producing exactly the giant surprises this assumption says should almost never occur.

most people accepting a model built on a bell curve assume it's describing something true about markets, when it's often just describing what happens mathematically when you add enough small independent things together, whether or not that assumption actually holds.

this is exactly what "normally distributed returns" assumptions skip. the shape is convenient and well understood. whether reality actually behaves that smoothly, especially in the tails, is the question that gets quietly assumed away. the bell curve is beautiful math. it was never a promise that reality would behave that politely.

Don't lose it, bookmark it.

[Promix @Promixyz]

Anthropic just released 5 workshops on building self-improving agentic systems from scratch:

00:00 - Ship your first Claude agent
36:44 - Self-improving agents (tools,skills)
1:21:25 - Build memory for Claude agents
1:49:47 - Set up a proactive agent
2:11:31 - Make your agent autonomous

These 3-hours of Claude workshops will replace 20 paid agentic courses.

Watch today, then read article below on how to build a self-improving agentic system with Fable 5.

[Promix @Promixyz]

Anthropic just released 5 workshops on building self-improving agentic systems from scratch:

00:00 - Ship your first Claude agent
36:44 - Self-improving agents (tools,skills)
1:21:25 - Build memory for Claude agents
1:49:47 - Set up a proactive agent
2:11:31 - Make your agent autonomous

These 3-hours of Claude workshops will replace 20 paid agentic courses.

Watch today, then read article below on how to build a self-improving agentic system with Fable 5.

[Promix @Promixyz]

Anthropic just released 5 workshops on building self-improving agentic systems from scratch:

00:00 - Ship your first Claude agent
36:44 - Self-improving agents (tools,skills)
1:21:25 - Build memory for Claude agents
1:49:47 - Set up a proactive agent
2:11:31 - Make your agent autonomous

These 3-hours of Claude workshops will replace 20 paid agentic courses.

Watch today, then read article below on how to build a self-improving agentic system with Fable 5.

[Codez @0xCodez]

https://t.co/WVztfCUH4u

[Promix @Promixyz]

Anthropic engineer:

“70% of our engineers are using self‑improving loops. Now everyone is building agentic Graphs"

in 3-6 months, we’ll all be building graphs to orchestrate self‑improving agents. No more prompting.”

in 30-minute lecture, Anthropic engineer shows how to build a self-improving agentic workflow from scratch.

Worth more than a $500 agentic course.

Watch this video, then read the article below on how to become a graph architect.

[Codez @0xCodez]

https://t.co/WVztfCUH4u

[Promix @Promixyz]

Creator of Claude Code:

“I’m not prompting my agents anymore. I’m building "graphs" and "loops" - they’re building my agent.

in 3-6 months, we’ll all be doing graph engineering for our agentic systems.”

in 10-minute talk, Boris Cherny revealed what the future of agentic engineering will look like.

worth more than a $500 agentic AI course.

Watch it today, then read the full roadmap in the article below.