A study in Science shows an OpenAI model outperformed physicians on clinical reasoning tasks using real emergency room records. This replaces rigid, rule-based decision systems with flexible LLM capabilities. While chatbots often hallucinate medical facts, these results prove LLMs can handle complex diagnostic steps. Practitioners can now explore AI for high-stakes triage support.