Marcus Makowski

Skill-guided agentic reasoning enables longitudinal synthesis of myeloma records at expert-level concordance

Abstract Patients with multiple myeloma accumulate hundreds of clinical documents over years of sequential therapy, and every treatment decision depends on synthesis across that history. Whether large language model–based systems can match expert agreement on this task, and where...