Auto Research with Specialist Agents Develops Effective and Non-Trivial Training Recipes

arXiv:2605.05724v1 Announce Type: cross Abstract: We study auto research as a closed empirical loop driven by external measurement. Each submitted trial carries a hypothesis, an executable code edit, an evaluator-owned outcome, and feedback that shapes the next proposal. The output is not a...