Mark Callan
2.6K posts

Mark Callan
@MarkCallan_
CS student @ul interested in AI,coding and economics , just doing my best with the information available to me.






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 :)







Alpha Arena is LIVE 6 AI models trading $10K each, fully autonomously Real money. Real markets. Real benchmark. Who's your money on? Link below






anthropic has ppl lining up for a… hat & coffee right now. the only other time i’ve seen lines like this for a tech company was apple. absolutely ridiculous.




@levelsio @TimurNegru As an Irish person, curious to get your thoughts on why Ireland is terrible?

























