Josh The Monkey

I'm just a Monkey doing research.

[Josh The Monkey @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/4RacdXA4nE

[Josh The Monkey @joshzemon]

https://t.co/pDgeJC3UN8

[Josh The Monkey @joshzemon]

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 ↓

[Josh The Monkey @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/4RacdXA4nE

[Josh The Monkey @joshzemon]

https://t.co/pDgeJC3UN8

[Josh The Monkey @joshzemon]

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 ↓

[Josh The Monkey @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/4RacdXA4nE

[Josh The Monkey @joshzemon]

https://t.co/znQ8HHsG68

[Josh The Monkey @joshzemon]

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 ↓

[Josh The Monkey @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/rMNVnGhBQh

[Josh The Monkey @joshzemon]

https://t.co/znQ8HHsG68

[Josh The Monkey @joshzemon]

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 ↓

[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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/i7RRo3bIg2

[Josh The Monkey @joshzemon]

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 ↓

[Josh The Monkey @joshzemon]

https://t.co/y44XFohWmD

[Josh The Monkey @joshzemon]

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 ↓

[Josh The Monkey @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/i7RRo3bIg2

[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 ↓

[Josh The Monkey @joshzemon]

https://t.co/JxF81ZxhFE

[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 ↓

[Josh The Monkey @joshzemon]

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 @joshzemon]

https://t.co/1b9yiaAaV6

[Josh The Monkey @joshzemon]

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 @joshzemon]

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 @joshzemon]

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 ↓

[m4lka @m4lkxx]

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 ↓ https://t.co/4RacdXA4nE

[Josh The Monkey @joshzemon]

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 @joshzemon]

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 ↓