ArmsRaceAI
3.5K posts

ArmsRaceAI
@ArmsRaceAI
First-principles physicist who weaponized Scalar-Dynamics itself. Built the self-regulating substrate that runs beneath quantum & classical. S.A.I incoming.









I packaged up the "autoresearch" project into a new self-contained minimal repo if people would like to play over the weekend. It's basically nanochat LLM training core stripped down to a single-GPU, one file version of ~630 lines of code, then: - the human iterates on the prompt (.md) - the AI agent iterates on the training code (.py) The goal is to engineer your agents to make the fastest research progress indefinitely and without any of your own involvement. In the image, every dot is a complete LLM training run that lasts exactly 5 minutes. The agent works in an autonomous loop on a git feature branch and accumulates git commits to the training script as it finds better settings (of lower validation loss by the end) of the neural network architecture, the optimizer, all the hyperparameters, etc. You can imagine comparing the research progress of different prompts, different agents, etc. github.com/karpathy/autor… Part code, part sci-fi, and a pinch of psychosis :)


The “experts” on AI in the US have not a clue what using grandpa’s monetization SAAS licensing of AI will do to the US long term stability. All US AI companies must build a large and dedicated ecosystem and open source AI models. These tools like “Claws” tied to open source AI are being used 100x more in China and soon they will pull 1000s of US developers away from the old SAAS model to full open source. I want to be wrong about this.





This is awesome. The biggest bottleneck I had while speed running math through first year undergrad was reading textbooks. It was so boring to read the math theory at the time that it took me a while to appreciate that technical books could be really valuable to read. Now with AI, motivated kids don’t have to anymore.





Still trying to stabilise radial focal tree experiment 4 and counting


Teleportation Tech is real.













