Comment by Xx_crazy420_xX

Autoresearch is nothing new, big players are already in the game with more sophisticated solutions:

  - https://arxiv.org/abs/2602.02660 (MARS)
  - https://arxiv.org/abs/2601.14525 (Execution-grounded automated AI research)
  - https://arxiv.org/abs/2601.10402 (ML-Master 2.0)

The mostly used benchmark for automated AI engineering/ research is: https://github.com/openai/mle-bench