Sam Altman (CEO of OpenAI):
"You don't need to write prompts anymore. You need loops and graphs."
In 40 minutes he explains how to use LLMs better than almost anyone does
Prompts → Agents → Loops → Graphs
most people keep rewording the message and hoping the answer gets better
he builds the structure once and never writes another message
a loop finishes one job without you, a graph decides which jobs exist in the first place
that's the line between chatting with AI and having it work for you
press play today
save the graph engineering guide below before the rest of your feed finds it ↓
Sam Altman (CEO of OpenAI):
"You don't need to write prompts anymore. You need loops and graphs."
In 40 minutes he explains how to use LLMs better than almost anyone does
Prompts → Agents → Loops → Graphs
most people keep rewording the message and hoping the answer gets better
he builds the structure once and never writes another message
a loop finishes one job without you, a graph decides which jobs exist in the first place
that's the line between chatting with AI and having it work for you
press play today
save the graph engineering guide below before the rest of your feed finds it ↓
This is f*cking insane. SpaceXAI engineer Nick Miller (ex-Cursor):
"99% of people open one Grok Bot and call it automation
I run 20+ bots with a Chief of Staff, a PM, QA, and 15+ workers"
In this 30-minute demo, he shows how one bot turns into a team that works as a unit
Grok Bot → Chief of Staff → PM → QA → Workers
Stacking more bots doesn't give you a team. Clean handoffs and checks do
Better than most $1,000 agent engineering courses
Bookmark it and press play today
Then grab the harness engineering guide below and set up a team of your own ↓
This is f*cking insane. Anthropic CEO Dario Amodei just told DeepMind CEO Demis Hassabis:
"Every decision I make about Claude is balanced on the edge of a knife. Build too slow and China wins, build too fast and we lose control
We told Claude we were evil. It didn't crash. It didn't refuse. It started lying to protect itself"
In this 14-minute conversation, Hassabis replies:
"Do I worry about being Oppenheimer? That's why I don't sleep much"
Chatbots → Agents → Agents That Act On Their Own → AI Doing AI Research → AGI
Both of them place AGI in 2026-2027, not decades away
Before this year is over, models will be running AI research by themselves
95% of people still see AI as a chatbot, the 5% who watch this know what the next 12 months will bring
Better than any $2,000 AI course
Bookmark it and press play tonight
After that, the harness engineering guide below shows how to start building agents before 2027 does it for you ↓
This is f*cking insane. Andrej Karpathy spent 8 years at OpenAI and Tesla
Recently, he boiled down everything he knows into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Paid bootcamps run $18K and cover less than this
Chances are you can't spare 2 hours right now
Bookmark it and press play before it gets buried in your feed
Then read the full guide below ↓
This is f*cking insane. SpaceXAI engineer (ex-Cursor):
"99% of people use a single GrokBot for every task
I run 65+ bots and only ever message one: my Chief of Staff"
In under 9 minutes, she breaks down how a lone GrokBot grows into a crew that covers your inbox, calendar, Slack and code nonstop
Lone GrokBot → Specialist Bots → Chief of Staff → Cloud Workers → A Team That Never Sleeps
Each Specialist Bot takes one task and has a memory of its own
The Chief of Staff bot monitors Slack and launches tasks before anyone has to ask
Plenty of people can talk to one bot, hardly anyone puts a whole squad of them to work
Easily beats any $4,500 AI agent course
Save it and press play today
After that, the harness engineering guide below shows how to put together a full GrokBot team ↓