Sam Altman (CEO of OpenAI):
"You can build 10 assistants in an afternoon with GPT-6 Astra. Each takes a task you do by hand every day."
In 27 minutes he explains how one person now does the work a whole team used to spend a month on
most people are still doing those ten tasks by hand and calling it a workday
he says keep throwing harder things at it, software, science, whole simulations, and it handles more than you asked for
watch it today
then save the full guide below before everyone catches up ↓
She is only 17 built her first system with Opus 5 sold it to Anthropic for $1.2M - and at Stanford shared how:
00:20 - how Opus 5 builds a $1.2M system in 60 minutes
23:34 - how the system replaced 50 Anthropic engineers and saves millions
52:47 - the Claude Code setting that turns a prompt into a $100k+ system
after watching I gave Opus 5 an idea I never knew how to build - by evening it was created and sent to Anthropic for sale.
save & watch - the article below shows how Claude Code builds a system in one evening that Anthropic will buy for $1.2M.
In 1986 a guy got kicked out of every casino in Vegas for counting cards. So he flew to Hong Kong with $180,000 and started betting on horses instead. He walked away with almost $900 million.
It's Bill Benter. He figured horse racing was just another counting problem. Same math, more moving parts.
He and a partner showed up with $180k and a computer. Benter spent years teaching that computer to guess one thing, the real chance each horse had to win. If his number was better than the odds the bookies gave, he bet. If not, he skipped it.
That's the whole trick. Expected value.
EV = p · b − (1 − p)
Only bet when your win chance p, at odds b, is worth more than your chance of losing.
This recording was never meant to be some hidden gem. Nobody expected Professor Tsitsiklis to hand the whole foundation away in 45 minutes, but that's exactly what happens on the board. Students in that room pay over $80,000 a year to sit through it. It's free right here. It's free right here.
Every quant, every professional bettor, every hedge fund analyst started with this exact hour. Benter just watched it and actually did the homework.
Almost nobody knows this lecture even exists. Watch it before it gets taken down.
The answer is in this video.
Mrityunjoy Chakraborty, IIT Kharagpur professor:
"Jane Street pays a 22 year old $500,000 a year for one skill: turning uncertainty into a number you can bet on. that number is the first thing this professor teaches, and it is free"
this free lecture is the foundation every quant bot and hedge fund model is secretly built on.
before the AI, before the strategy, there is one question. what is the chance this happens, exactly.
get that number right and every bet after it is just math. get it wrong and no model, no bot, no amount of compute can save you.
Chakraborty builds probability from the axioms up, on a blackboard, in notation a 15 year old can follow.
Wall Street sells this as a $500,000 edge. an IIT professor hands you the source code for nothing.