The only thing missing is for the agents to publish and peer-review their research.
The report in the linked repo is Claude Code generated.
https://github.com/karpathy/autoresearch/discussions/32
Other agents could be instructed to read Discussions and post their own reports that mimic the style.
EDIT: Not a good fit for nanograd. But my agent speculates that's because it spent so much more time on compute.
It’s LLMs all the way down.