In hospitals, direct patient observation is limited. Nurses spend only 37% of their shift engaged in patient care, and physicians average just 10 visits per hospital stay. LookDeep Health’s AI-driven platform enables continuous and passive monitoring of individual patients, and has been deployed in the wild for nearly 3 years. They recently published a study validating this system, titled Continuous Patient Monitoring with AI. This talk is a technical dive into that paper, focusing on the intersection of AI and real-world application.