Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
In 45 minutes she shows exactly how Anthropic builds agents that remember, fix their own mistakes and get smarter with every run.
This beats any paid course on agents I've seen.
Watch it, then read the guide on building loops below.
Google Brain founder, Andrew Ng:
"Prompting will die in 6 months.
Loops and Graphs are what's replacing it."
In 2 hours, he shows exactly what the best engineers already build instead, and how to start building it yourself.
The missing piece most people skip: how to connect those loops into a graph that compounds every time it runs.
Watch it, then read the full guide on loops and graphs below.
Sam Altman (CEO of OpenAI):
"You no longer need to write prompts."
In just 38 minutes, he explains how to use ChatGPT at a level that most people can't even imagine.
It's a talk he gave to Stanford students. A friend sent me the recording last night.
After watching it, I realized I was only taking advantage of about 15% of what this tool can really do.
Watch it in full and then read the guide I leave below on how to create a system that prompts itself.
Follow @AnishJaitwar for more
A billionaire trader has spent 40 years trying to delete a one-hour documentary. It shows him making $100 million in a single afternoon. He predicted the crash that made it possible three months in advance. He has never explained why he wants the film gone. His name is Paul Tudor Jones. The film is on YouTube.
The documentary is called "Trader." PBS filmed it in 1987, three months before Black Monday. Jones was 32 years old, working from a small New York office, wearing shorts and a t-shirt, yelling at his phones, throwing paper across the room, and sleeping under his desk. The film captures him and his research partner Peter Borish overlaying a chart of the 1929 market on 1987, month by month. The two charts tracked within one percent. Borish said this is exactly what happened in 1929. Jones said if the analog holds, October is when it breaks.
On October 19, 1987, the Dow fell 22.6 percent in a single day. It remains the largest one-day percentage loss in stock market history. That afternoon, Tudor Jones covered his shorts and made roughly $100 million. He was 33 years old. He was one of the very few traders on the street who came out ahead.
He tried to bury the tape because it made him look reckless in a professional world that punished swagger. Twenty years of legal effort did not delete it. Someone kept a copy. It is on YouTube. It has fewer views than most makeup tutorials.
The film is not really about a crash. It is about a specific philosophy of trading. Jones is shown building conviction slowly, sizing carefully, then striking hard when the setup arrives. He is never once shown making a random bet. He is shown doing the same thing five times a day, every day, for three months.
His signature line, repeated across a 45-year career:
"The most important rule of trading is to play great defense, not great offense."
He does not try to be right. He tries not to lose. He sets stops tight, cuts positions fast, and never averages down on a loser. Every trade in the film follows this template.
Tudor Investment Corp, the fund he founded in 1980, has compounded at roughly 19 percent a year for 45 years. He is 71 years old and still trading. His method has not changed since the film.
The lesson: greatness in markets is a refusal, not a talent. Refusal to be reckless. Refusal to be certain. Refusal to average down. Refusal to trust yourself in a drawdown. Tudor Jones has refused those refusals for 45 years.
The tape is free. The philosophy is repeated in every trade. Most traders will never watch it.
Anthropic CEO Dario Amodei:
"claude writes 90% of the code. we don't fire 90% of engineers.
we make the remaining 10% ten times more dangerous."
18 months ago claude handled 5% of real github PRs.
now it handles 77%.
then Dario dropped the story that broke the room.
his sister. pregnant. sick.
4 doctors couldn't figure out what was wrong.
she uploaded her chart to claude.
claude found the bacterial infection all 4 missed.
that's not a chatbot. that's a diagnostic layer 4 humans couldn't reach.
the audience sees a productivity tool.
the operator sees a company-shaped brain being wired in real time.
38 minutes. free. changed how i'm staffing my own agents today.
watch it, then read below:
INSTEAD OF WATCHING NETFLIX TONIGHT.
Spend 1 hour with this.
Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything.
The people who watch this tonight will wake up tomorrow with a new skill.
Watch it and Bookmark it now
Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
In 45 minutes, she breaks down how Anthropic builds agents that remember, learn from their mistakes, and get smarter with every run.
Worth more than any paid course you'll find on building agents.
Watch this and bookmark
Amazing book.
Recurring revenue + Leverage = License to print money.
His rule: find a monopoly, borrow against it, hold forever.
He acquired radio stations across Canada, cable systems across America, and sports franchises worth billions.
The smartest quants at Jane Street aren't smarter than you.
They just know how to use the Bloomberg Terminal the way institutional desks use it to extract real signal, this 1 hour lecture teaches you exactly that from scratch. Bookmark now.
a russian mathematician solved trading in 1906
wall street found the paper 70 years later, built billion-dollar funds around it, never mentioned it to retail
andrei markov proved markets aren't random - they're state machines
trending, ranging, reversing - each state has a fixed historical probability of shifting to the next
build a transition matrix from real data:
trending -> stays trending: 68%
trending -> flips to range: 21%
trending -> reverses: 11%
now you're not predicting direction. you're entering on 68% historical completion
identify your state, size with kelly, take the trade when math says yes
that's the edge. the whole edge
renaissance has run this since 1988. 37 years of 66% annual returns
paper is free, data is free, implementation is 200 lines of python
Bookmark and use in your own strategy
they kept you staring at candles while they ran probability tables
Jane Street hired this Quant-Trader at $500,000/year, and he explained how he did it
9-minute lecture, and you’ll learn how to get into a Tier-1 fund
Bookmark & watch - this video will literally change your perception of hedge funds before and after
A man spends 50 years teaching at MIT.
He knows his time is running out.
So he records one last lecture — everything he knows, distilled into a single hour.
He died 5 months later.
This is that lecture.
The most important hour you'll watch this week. 👇
Bookmark it for later
Skip Netflix for an hour and watch this Yale lecture on options trading and hedge fund models, offering insights beyond many Wall Street professionals’ careers.
MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST MUST WATCH
This 16-min lecture on "Black Scholes model" by Nassim Taleb will tell you more about quant trading than a 2 month internship at Goldman Sachs or JPMorgan.
Bookmark it & watch today,no matter what. It’s the most productive way to start your week. Then read article below.