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This is f*cking insane. Andrej Karpathy:
"A 1B model can beat most of today's LLMs. 90% of what they spend goes into memorizing stuff that doesn't matter"
In 17 minutes, he explains why the next big model is a small one, and why the harness matters more than the weights
Giant Model → Cognitive Core → Tools → Tight Feedback Loop → A 1B Agent You Own
A raw LLM is a CPU with no OS. The harness is the OS
Worth more than any $2,000 AI engineering course
Bookmark and watch it today
Then read "Your AI video is not bad. Your checks are.", the harness behind 10 Opus 5.5 motion films ↓
This is f*cking insane. Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth:
"Prompting is going away. Delete everything, keep the graph"
In 2 hours, he shows how to build graphs and why they're the only layer left standing
Prompts → Agents → Loops → Graphs
A loop keeps one agent working until the job is done. A graph decides which agents exist and what each one hands to the next
Worth more than any $2,000 AI engineering course
Bookmark and watch it today
Then read how an AI employee runs QC for motion engineering with Opus 5.5 ↓
This is f*cking insane. Andrej Karpathy:
"A 1B model can beat most of today's LLMs. 90% of what they spend goes into memorizing stuff that doesn't matter"
In 17 minutes, he explains why the next big model is a small one, and why the harness matters more than the weights
Giant Model → Cognitive Core → Tools → Tight Feedback Loop → A 1B Agent You Own
A raw LLM is a CPU with no OS. The harness is the OS
Worth more than any $2,000 AI engineering course
Bookmark and watch it today
Then read "Your AI video is not bad. Your checks are.", the harness behind 10 Opus 5.5 motion films ↓
Josh The Monkey retweeted
This is f*cking insane. Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth:
"Prompting is going away. Delete everything, keep the graph"
In 2 hours, he shows how to build graphs and why they're the only layer left standing
Prompts → Agents → Loops → Graphs
A loop keeps one agent working until the job is done. A graph decides which agents exist and what each one hands to the next
Worth more than any $2,000 AI engineering course
Bookmark and watch it today
Then read how an AI employee runs QC for motion engineering with Opus 5.5 ↓
This is f*cking insane. Elon Musk emailed his team: "Andrej is the #2 computer vision mind on Earth, after Ilya Sutskever"
At 15, Karpathy left Slovakia for Toronto. He studied under Geoffrey Hinton, did his PhD under Fei-Fei Li, and spent 17 years teaching machines to see
In 2012 he wrote that computer vision was "really, really far away"
Slovakia → Toronto → Hinton → Stanford → OpenAI → Tesla → The Man Everyone Learns From
8 minutes on how one person got there
Bookmark it
Then read the "Harness, Loops, Graphs" guide below ↓
This is f*cking insane. Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth:
"Prompting is going away. Delete everything, keep the graph"
In 2 hours, he shows how to build graphs and why they're the only layer left standing
Prompts → Agents → Loops → Graphs
A loop keeps one agent working until the job is done. A graph decides which agents exist and what each one hands to the next
Worth more than any $2,000 AI engineering course
Bookmark and watch it today
Then read how an AI employee runs QC for motion engineering with Opus 5.5 ↓
Josh The Monkey retweeted
This is f*cking insane. An OpenAI engineer just showed how work already looks inside OpenAI
"One agent now does the job of a whole team"
In 8 minutes, she shows it live
One Request → One Agent → The Work of a Whole Team
This is how work looks there today. It's coming to every company next
Worth more than most $500 AI courses
Bookmark and watch it today
Then read the "Harness, Loops, Graphs" guide below ↓
check it xitter.gq/joshzemon/status/21183…
This is f*cking insane. An OpenAI engineer just showed how work already looks inside OpenAI
"One agent now does the job of a whole team"
In 8 minutes, she shows it live
One Request → One Agent → The Work of a Whole Team
This is how work looks there today. It's coming to every company next
Worth more than most $500 AI courses
Bookmark and watch it today
Then read the "Harness, Loops, Graphs" guide below ↓
This is f*cking insane. An OpenAI engineer just showed how work already looks inside OpenAI
"One agent now does the job of a whole team"
In 8 minutes, she shows it live
One Request → One Agent → The Work of a Whole Team
This is how work looks there today. It's coming to every company next
Worth more than most $500 AI courses
Bookmark and watch it today
Then read the "Harness, Loops, Graphs" guide below ↓
Josh The Monkey retweeted
This is f*cking insane. Elon Musk emailed his team: "Andrej is the #2 computer vision mind on Earth, after Ilya Sutskever"
At 15, Karpathy left Slovakia for Toronto. He studied under Geoffrey Hinton, did his PhD under Fei-Fei Li, and spent 17 years teaching machines to see
In 2012 he wrote that computer vision was "really, really far away"
Slovakia → Toronto → Hinton → Stanford → OpenAI → Tesla → The Man Everyone Learns From
8 minutes on how one person got there
Bookmark it
Then read the "Harness, Loops, Graphs" guide below ↓
Josh The Monkey retweeted
This is f*cking insane. Geoffrey Hinton, the Godfather of AI who quit Google to warn the world:
"If you sleep well tonight, you may not have understood this lecture"
In 47 minutes, he explains what AI already does that its creators never intended
Neural Networks → Abilities Nobody Planned → Ahead of Us in Most Tasks → Which Side Are You On
The question isn't if it passes us. It's when
Worth more than any $1,000 AI course you'll buy this year
Bookmark and watch it tonight
Then read the "Harness, Loops, Graphs" guide below ↓
This is f*cking insane. Geoffrey Hinton, the Godfather of AI who quit Google to warn the world:
"If you sleep well tonight, you may not have understood this lecture"
In 47 minutes, he explains what AI already does that its creators never intended
Neural Networks → Abilities Nobody Planned → Ahead of Us in Most Tasks → Which Side Are You On
The question isn't if it passes us. It's when
Worth more than any $1,000 AI course you'll buy this year
Bookmark and watch it tonight
Then read the "Harness, Loops, Graphs" guide below ↓




