ARIS merits a pilot when the goal is structuring idea discovery, cross-model review, experiment planning, and iterative research automation, provided the team explicitly tests this limitation: Autonomous loops can amplify weak hypotheses, evaluation leakage, compute waste, and irreproducible changes.