An OpenAI reasoning model identified 18 new diagnoses in previously unsolved pediatric genetic cases. Researchers used the model to synthesize complex clinical data and genetic variants. This demonstrates a concrete application for reasoning-heavy LLMs in specialized medical diagnostics. Practitioners can now leverage these models to accelerate the identification of rare conditions.