Muhammad Uzair

Longitudinal Clinical State Corruption: A Taxonomy and Benchmark for Evaluating State-Update Policies in Healthcare AI Agents

Healthcare AI is moving toward persistent agents that carry a patient’s state across encounters. Safety evaluations usually score the final answer, but an earlier decision matters just as much: when a record holds conflicting entries, which version does the agent keep? I introduc...