My auto research template features

- always in worktree
- git hooks reminding and protecting files
- explicit human,meta,agent files, explicit frozen files
- everything is a file, with a pipeline from idea -> worktrees -> research reports
- stronger and explicit ideation and interpreations (weak points of current agents)


My specific ML things:
- uses pueue to queue GPU jobs from multiple agents
- use jaxtyping and beartyping to document dimensions and do typechecking / shapechecking in the smoke test
- tyro/dataclass for config
- TODO [ml_debug](https://github.com/wassname/ml_debug) skill to (hopefully) uplift agent dignosis


See also
- https://github.com/karpathy/autoresearch/blob/master/program.md
- https://github.com/NousResearch/autonovel/blob/master/program.md

TODO key plot or log from each experiment