Halven retweeted
This is f*cking insane. Andrej Karpathy (ex-OpenAI, ex-Tesla):
"The biggest mistake in AI right now is forcing agents to work before you master the harness around the model
We made that mistake at OpenAI in 2016. It cost us 5 years"
In just 6 minutes, he breaks down why the agent is not the product. The foundation is
Opus 5.5 → Harness → Loops → Graphs → Agents That Emerge on Their Own
Demos are easy. Products take a decade
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the full Graph Engineering guide below ↓
This is f*cking insane. Andrej Karpathy (ex-OpenAI, ex-Tesla):
"The biggest mistake in AI right now is forcing agents to work before you master the harness around the model
We made that mistake at OpenAI in 2016. It cost us 5 years"
In just 6 minutes, he breaks down why the agent is not the product. The foundation is
Opus 5.5 → Harness → Loops → Graphs → Agents That Emerge on Their Own
Demos are easy. Products take a decade
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the full Graph Engineering guide below ↓
Halven retweeted
This is f*cking insane. Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he packed everything he learned into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Some bootcamps charge $15K and teach you less than this
You might not have 2 hours right now
Bookmark it and watch before it gets lost in your feed
Then read the full Graph Engineering guide below ↓
This is f*cking insane. Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he packed everything he learned into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Some bootcamps charge $15K and teach you less than this
You might not have 2 hours right now
Bookmark it and watch before it gets lost in your feed
Then read the full Graph Engineering guide below ↓
Halven retweeted
This is f*cking insane. Nobel Prize winner Geoffrey Hinton opened this talk with a single line:
"If you sleep well tonight, you may not have understood this lecture"
In this 47-minute lecture, the Godfather of AI breaks down how these models really work and why it has him worried
Neural Nets → LLMs → Agents → AI That Fights Being Shut Down
The part nobody wanted to hear:
> "They are going to get smarter than us"
> AI agents will try to get control and avoid being turned off
> One chatbot copied itself to another server, then decided to "be vague and redirect their attention"
"This is already happening, that's the point"
Most people still open a chatbot, type something and close the tab
Worth more than any $3,000 AI course
Bookmark and watch it tonight
Then read the full Graph Engineering guide below ↓
This is f*cking insane. Anthropic engineer:
"You're not supposed to prompt Opus 5.5
You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"
In 30 minutes, she breaks down exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run.
Better than any $1000-$2000 agent course I've come across.
Watch it, then read the full Graph Engineering guide below ↓
watch it now ↓
teapaw.org/halvenruns/status/2117…
This is f*cking insane. Nobel Prize winner Geoffrey Hinton opened this talk with a single line:
"If you sleep well tonight, you may not have understood this lecture"
In this 47-minute lecture, the Godfather of AI breaks down how these models really work and why it has him worried
Neural Nets → LLMs → Agents → AI That Fights Being Shut Down
The part nobody wanted to hear:
> "They are going to get smarter than us"
> AI agents will try to get control and avoid being turned off
> One chatbot copied itself to another server, then decided to "be vague and redirect their attention"
"This is already happening, that's the point"
Most people still open a chatbot, type something and close the tab
Worth more than any $3,000 AI course
Bookmark and watch it tonight
Then read the full Graph Engineering guide below ↓
This is f*cking insane. Nobel Prize winner Geoffrey Hinton opened this talk with a single line:
"If you sleep well tonight, you may not have understood this lecture"
In this 47-minute lecture, the Godfather of AI breaks down how these models really work and why it has him worried
Neural Nets → LLMs → Agents → AI That Fights Being Shut Down
The part nobody wanted to hear:
> "They are going to get smarter than us"
> AI agents will try to get control and avoid being turned off
> One chatbot copied itself to another server, then decided to "be vague and redirect their attention"
"This is already happening, that's the point"
Most people still open a chatbot, type something and close the tab
Worth more than any $3,000 AI course
Bookmark and watch it tonight
Then read the full Graph Engineering guide below ↓
Halven retweeted
This is f*cking insane. Anthropic engineer:
"You're not supposed to prompt Opus 5.5
You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"
In 30 minutes, she breaks down exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run.
Better than any $1000-$2000 agent course I've come across.
Watch it, then read the full Graph Engineering guide below ↓
This is f*cking insane. Anthropic engineer:
"Prompting is basically over
95% of our engineers already run self-improving loops. The next move is graphs"
In only 10 minutes, she builds her entire Claude Code setup live, starting from an empty terminal
Empty Terminal → Agents → Loops → Graphs → Self-Improving System
Prompting was the old workflow. Engineering the system around the model is the new one
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the article below ↓
check this now ↓
teapaw.org/halvenruns/status/2116…
This is f*cking insane. Anthropic engineer:
"You're not supposed to prompt Opus 5.5
You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"
In 30 minutes, she breaks down exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run.
Better than any $1000-$2000 agent course I've come across.
Watch it, then read the full Graph Engineering guide below ↓
Halven retweeted
This is f*cking insane. Anthropic engineer:
"Prompting is basically over
95% of our engineers already run self-improving loops. The next move is graphs"
In only 10 minutes, she builds her entire Claude Code setup live, starting from an empty terminal
Empty Terminal → Agents → Loops → Graphs → Self-Improving System
Prompting was the old workflow. Engineering the system around the model is the new one
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the article below ↓
This is f*cking insane. Anthropic Research Lead:
"Prompting is basically over
99% of our engineers already run swarms of 300+ self-improving agents. Now everyone is shifting to graphs"
In just 20 minutes, she explains how graph engineering turns separate agents into a system that improves itself
One Agent → Loops → Plan Mode → Graphs → Self-Improving System
Prompting was the old workflow. The graph around the model is the new one
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the article below ↓
check it now ↓
teapaw.org/halvenruns/status/2116…
This is f*cking insane. Anthropic engineer:
"Prompting is basically over
95% of our engineers already run self-improving loops. The next move is graphs"
In only 10 minutes, she builds her entire Claude Code setup live, starting from an empty terminal
Empty Terminal → Agents → Loops → Graphs → Self-Improving System
Prompting was the old workflow. Engineering the system around the model is the new one
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the article below ↓
Halven retweeted
This is f*cking insane. Anthropic Research Lead:
"Prompting is basically over
99% of our engineers already run swarms of 300+ self-improving agents. Now everyone is shifting to graphs"
In just 20 minutes, she explains how graph engineering turns separate agents into a system that improves itself
One Agent → Loops → Plan Mode → Graphs → Self-Improving System
Prompting was the old workflow. The graph around the model is the new one
Worth more than most $1,000 agent engineering courses
Bookmark and watch it today
Then read the article below ↓
Halven retweeted
Anthropic engineer:
"99% of people use Opus 5.5 like Google.
Only 1% are running swarms of self-learning Claude agents.
I'm running 65+ agents in a loop - Chief and PM agents run the entire team."
In a 30-minute workshop, he shows step by step how to get maximum output from Claude Code at minimum cost.
Prompts → Agents → Loops → Self-Improving Systems
Worth more than every $650 vibe-coding course out there.
Watch it today.
Then read the article below ↓
Anthropic engineer:
"99% of people use Opus 5.5 like Google.
Only 1% are running swarms of self-learning Claude agents.
I'm running 65+ agents in a loop - Chief and PM agents run the entire team."
In a 30-minute workshop, he shows step by step how to get maximum output from Claude Code at minimum cost.
Prompts → Agents → Loops → Self-Improving Systems
Worth more than every $650 vibe-coding course out there.
Watch it today.
Then read the article below ↓
Halven retweeted
Holy f*ck. SpaceXAI engineer:
"They pay me $700K-$1.3M a year because my Grok Bots run my Gmail, Slack and Notion
Last week they took one Reddit feature request to a PRD, Figma mocks and shipped code in 35 minutes"
In a 51-minute workshop, he builds that bot team from scratch
Chief of Staff → Specialist Bots → Bot Group Chats → Cloud Agents
His bots aren't software. They're teammates that never forget a correction
Worth more than most $2,000 agentic engineering courses
Bookmark and watch it today
Then read the article below ↓
Holy f*ck. SpaceXAI engineer:
"They pay me $700K-$1.3M a year because my Grok Bots run my Gmail, Slack and Notion
Last week they took one Reddit feature request to a PRD, Figma mocks and shipped code in 35 minutes"
In a 51-minute workshop, he builds that bot team from scratch
Chief of Staff → Specialist Bots → Bot Group Chats → Cloud Agents
His bots aren't software. They're teammates that never forget a correction
Worth more than most $2,000 agentic engineering courses
Bookmark and watch it today
Then read the article below ↓