ClinEnv: Interactive Multi-Stage Long-Horizon EHR Environment for Clinical Agent Evaluation

arXiv·medium signal

Builds the first interactive clinical environment where AI agents must gather heterogeneous EHR data incrementally and make sequential, irreversible decisions under uncertainty — mirroring real physician workflows. Static benchmarks with multiple-choice answers cannot probe this kind of decision-making. Significant for healthcare AI builders: provides a realistic evaluation harness that tests whether agents can handle the actual complexity of clinical reasoning.