Adapting Generalist AI to Specialized Medical AI Applications

Think of today’s big AI models as brilliant general doctors who know a little about everything but aren’t yet safe or precise enough to treat complex, high‑risk patients. This paper is about how to retrain and constrain those general doctors so they can safely become top‑tier specialists in specific medical tasks, like reading scans, summarizing patient records, or supporting treatment decisions.