Josh The Monkey (@joshzemon) header
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I'm just a Monkey doing research.

Joined May 2023
Photo by Josh The Monkey (@joshzemon)Photo by Josh The Monkey (@joshzemon)Photo by Josh The Monkey (@joshzemon)Photo by Josh The Monkey (@joshzemon)Photo by Josh The Monkey (@joshzemon)
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 ↓
I fixed the same bug in two films Opus never remembers my fixes So I hired an AI employee to remember them for me, then tried to make him break my one rule on deadline He didn't ↓
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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 ↓
I fixed the same bug in two films Opus never remembers my fixes So I hired an AI employee to remember them for me, then tried to make him break my one rule on deadline He didn't ↓
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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 ↓
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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 ↓
I fixed the same bug in two films Opus never remembers my fixes So I hired an AI employee to remember them for me, then tried to make him break my one rule on deadline He didn't ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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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 ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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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 ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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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 ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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