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

Joined May 2023
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This is f*cking insane. Andrej Karpathy just named the biggest mistake in AI right now: "People are forcing agents to work before they master the harness You building agents right now are at the forefront. Not OpenAI. Not DeepMind. You" In under 6 minutes, he explains why demos are easy and products take a decade Model → Harness → Agents → Loops → Products That Actually Ship The agent was never the product. The foundation under it is Worth more than most $1,000 agent courses Bookmark and watch it today Then read what that foundation looks like: Harness, Loops, Graphs ↓
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. Anthropic just paid millions to hire Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth The same week, he gave away what he knows for $0: "Vibe coding is dead. Software 3.0 is here. You don't write the program anymore, you build the system that writes it" In 29 minutes, he explains why LLMs are ghosts, not animals, and what that changes about how you build with Fable 5.2 Software 1.0 → Neural Nets → Prompts → Agents → Software 3.0 OpenAI co-founder. Former head of AI at Tesla. No paywall, just a link Worth more than any $2,000 AI course this year Bookmark and watch it today Then read how to build that software factory step by step: Harness, Loops, Graphs ↓
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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65,857
This is f*cking insane. Andrej Karpathy just named the biggest mistake in AI right now: "People are forcing agents to work before they master the harness You building agents right now are at the forefront. Not OpenAI. Not DeepMind. You" In under 6 minutes, he explains why demos are easy and products take a decade Model → Harness → Agents → Loops → Products That Actually Ship The agent was never the product. The foundation under it is Worth more than most $1,000 agent courses Bookmark and watch it today Then read what that foundation looks like: Harness, Loops, Graphs ↓
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Josh The Monkey retweeted
This is f*cking insane. Anthropic just paid millions to hire Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth The same week, he gave away what he knows for $0: "Vibe coding is dead. Software 3.0 is here. You don't write the program anymore, you build the system that writes it" In 29 minutes, he explains why LLMs are ghosts, not animals, and what that changes about how you build with Fable 5.2 Software 1.0 → Neural Nets → Prompts → Agents → Software 3.0 OpenAI co-founder. Former head of AI at Tesla. No paywall, just a link Worth more than any $2,000 AI course this year Bookmark and watch it today Then read how to build that software factory step by step: Harness, Loops, Graphs ↓
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 ↓
9
48
7
411
65,857
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. Anthropic just paid millions to hire Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth The same week, he gave away what he knows for $0: "Vibe coding is dead. Software 3.0 is here. You don't write the program anymore, you build the system that writes it" In 29 minutes, he explains why LLMs are ghosts, not animals, and what that changes about how you build with Fable 5.2 Software 1.0 → Neural Nets → Prompts → Agents → Software 3.0 OpenAI co-founder. Former head of AI at Tesla. No paywall, just a link Worth more than any $2,000 AI course this year Bookmark and watch it today Then read how to build that software factory step by step: Harness, Loops, Graphs ↓
11
This is f*cking insane. Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth: "Agents aren't magic. They're distillation at scale 99% of what your model knows is dead weight. A small model with the right tools and a closed loop beats it" In 16 minutes, he lays out the stack that actually works, and why the people at the top stopped paying for the biggest model Big Model → Small Model → Right Tools → Closed Loop → Self-Improving Agent Most people keep upgrading the model. The loop is what makes a small one dangerous Worth more than any $1,000 AI course this year Bookmark and watch it today Then read how to build that closed loop step by step in Harness, Loops, Graphs ↓
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. Anthropic just paid millions to hire Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth The same week, he gave away what he knows for $0: "Vibe coding is dead. Software 3.0 is here. You don't write the program anymore, you build the system that writes it" In 29 minutes, he explains why LLMs are ghosts, not animals, and what that changes about how you build with Fable 5.2 Software 1.0 → Neural Nets → Prompts → Agents → Software 3.0 OpenAI co-founder. Former head of AI at Tesla. No paywall, just a link Worth more than any $2,000 AI course this year Bookmark and watch it today Then read how to build that software factory step by step: Harness, Loops, Graphs ↓
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This is f*cking insane. OpenAI co-founder Ilya Sutskever went back to the University of Toronto and told the graduates: "The day will come when AI does everything we can do. Not some of it. All of it Anything I can learn, anything any of you can learn, AI will learn too" In this 9-minute speech, he explains why your brain is a biological computer and why a digital one catches up Neural Nets → AlexNet → ChatGPT → Superintelligence → AI That Can Do Every Job "You may not take interest in AI, but AI will take interest in you" Worth more than any $5,000 AI course Bookmark it and watch it tonight Then read what this looks like on a desk today: 6 Grok bots, 200+ agents, a smaller bill ↓
Your Grok Bot is not expensive Your setup is 75% of my Grok Bot tokens went to re-reading old chat. About 1% went to actual work I broke down the 6-bot setup the Grok Bot team runs, and the 9 leaks eating your bill ↓
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This is f*cking insane. Andrej Karpathy, the man Elon called the #2 computer vision mind on Earth: "Agents aren't magic. They're distillation at scale 99% of what your model knows is dead weight. A small model with the right tools and a closed loop beats it" In 16 minutes, he lays out the stack that actually works, and why the people at the top stopped paying for the biggest model Big Model → Small Model → Right Tools → Closed Loop → Self-Improving Agent Most people keep upgrading the model. The loop is what makes a small one dangerous Worth more than any $1,000 AI course this year Bookmark and watch it today Then read how to build that closed loop step by step in Harness, Loops, Graphs ↓
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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 ↓
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: "Agents aren't magic. They're distillation at scale 99% of what your model knows is dead weight. A small model with the right tools and a closed loop beats it" In 16 minutes, he lays out the stack that actually works, and why the people at the top stopped paying for the biggest model Big Model → Small Model → Right Tools → Closed Loop → Self-Improving Agent Most people keep upgrading the model. The loop is what makes a small one dangerous Worth more than any $1,000 AI course this year Bookmark and watch it today Then read how to build that closed loop step by step in Harness, Loops, Graphs ↓
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Josh The Monkey retweeted
This is f*cking insane. OpenAI co-founder Ilya Sutskever went back to the University of Toronto and told the graduates: "The day will come when AI does everything we can do. Not some of it. All of it Anything I can learn, anything any of you can learn, AI will learn too" In this 9-minute speech, he explains why your brain is a biological computer and why a digital one catches up Neural Nets → AlexNet → ChatGPT → Superintelligence → AI That Can Do Every Job "You may not take interest in AI, but AI will take interest in you" Worth more than any $5,000 AI course Bookmark it and watch it tonight Then read what this looks like on a desk today: 6 Grok bots, 200+ agents, a smaller bill ↓
Your Grok Bot is not expensive Your setup is 75% of my Grok Bot tokens went to re-reading old chat. About 1% went to actual work I broke down the 6-bot setup the Grok Bot team runs, and the 9 leaks eating your bill ↓
6
24
2
182
29,950
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. OpenAI co-founder Ilya Sutskever went back to the University of Toronto and told the graduates: "The day will come when AI does everything we can do. Not some of it. All of it Anything I can learn, anything any of you can learn, AI will learn too" In this 9-minute speech, he explains why your brain is a biological computer and why a digital one catches up Neural Nets → AlexNet → ChatGPT → Superintelligence → AI That Can Do Every Job "You may not take interest in AI, but AI will take interest in you" Worth more than any $5,000 AI course Bookmark it and watch it tonight Then read what this looks like on a desk today: 6 Grok bots, 200+ agents, a smaller bill ↓
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Josh The Monkey retweeted
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 ↓
12
24
2
259
22,038
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 ↓
16
74
3
890
660,050
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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1,195
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 ↓
2
38
1,195