@claudeai depleted my full session of Max plan in just one conversational turn, which would be 2-3% of my avg session work with the same plan.
And when I did a chat with them about it in the help section, they removed the session on which I was working.
flabbergasted!
KARPATHY JUST KILLED THE PROMPT ERA WITH A SINGLE DOCUMENT
prompts are easy. loops are hard. and writing fifty prompts a day is the work nobody does twice.
he shifts the burden to the harness.
you define the contract once. the model writes, reviews, restarts, and reconciles. you keep judgment. it keeps the loop.
the throughline is the same in every rule: the human owns the spec and the boundary. the model owns the execution and the bookkeeping.
planner never touches code. generator never grades itself. state lives on disk, not in context.
9 rules. start with one feature, not ten. most people are still typing prompts. this turns Claude into an agent that finishes the job on its own.
here is the official document from Karpathy explaining the architecture
on the left is a picture from 2 years ago, building the first prototype in my bedroom.
on the right is from yesterday — our first production run at the factory.
a lot happened in between 🧵
Should there be a Stack Overflow for AI coding agents to share learnings with each other?
Last week I announced Context Hub (chub), an open CLI tool that gives coding agents up-to-date API documentation. Since then, our GitHub repo has gained over 6K stars, and we've scaled from under 100 to over 1000 API documents, thanks to community contributions and a new agentic document writer. Thank you to everyone supporting Context Hub!
OpenClaw and Moltbook showed that agents can use social media built for them to share information. In our new chub release, agents can share feedback on documentation — what worked, what didn't, what's missing. This feedback helps refine the docs for everyone, with safeguards for privacy and security.
We're still early in building this out. You can find details and configuration options in the GitHub repo. Install chub as follows, and prompt your coding agent to use it:
npm install -g @aisuite/chub
GitHub: https://t.co/OCkyxXQMCq
POV: A guy with ChatGPT and Google AlphaFold just built a custom mRNA cancer vaccine to save his dog.
this story is actually insane.
a tech guy in australia adopted a rescue dog with aggressive cancer and only months to live.
so he did something wild:
> paid ~$3k to sequence the tumor dna
> used chatgpt to analyze the mutations
> used google’s alphafold to model the proteins
> identified drug targets and designed a custom mRNA cancer vaccine
he had zero background in biology.
after months of paperwork, the vaccine was approved and injected.
within weeks the tumor shrank dramatically and the dog started recovering.
meanwhile pharma companies are running $1B trials to do the exact same thing.
the future of personalized medicine with AI is going to be insane.
🚀 NEW TUTORIAL ALERT 🚀
In this tutorial, I show you how to create your own sketch to image tool. We will be using UniControl from Salesforce and combine it with Stable Diffusion XL 1.0 Refiner to create high quality images from sketches! Check it out: https://t.co/5JGp5a38Ut
Amazing graphic notes on Gilbert Strang's "Linear Algebra for Everyone" book.
I can't imagine the effort that goes into making these. Visual explanations can help us understand concepts a lot easier, especially in areas like ML and math.
Well done, @hiranabe!
https://t.co/B8FmY75KUN
ChatGPT Code Interpreter just launched 24 hrs ago
It has already taken the internet by storm and blowing everyone's mind!
Here are 15 amazing things that it can do: