A new paper introduces Proof-of-Use, a reinforcement learning framework that tackles tool-call hacking in deep research agents by enforcing causal dependency between retrieved evidence and reasoning.
#AIResearch #MachineLearning #DeepResearch #ReinforcementLearning
https://arxiv.org/abs/2510.10931
