Layer Health is building an AI-powered platform that synthesizes medical-record information to reduce friction in healthcare. The Machine Learning Engineer will design, develop, and deploy scalable machine learning software systems, translating LLM research into production and building reliable ML-native healthcare platforms. The role will also involve working with clinical data, monitoring model performance, and collaborating across engineering, research, and product teams.