autonomous discovery

When Should an AI Scientist Stop? Verifiable Experiment Steering and Refusal for Autonomous Discovery

This paper introduces CARTOGRAPH, a verification layer for AI scientists that integrates experiment steering, ambiguity closure, and inadequacy detection. It demonstrates superior performance over raw projection methods and successfully identifies and revokes out-of-library pharmacokinetic mechanisms, enhancing autonomous discovery.