A 10-minute case study on a novel AI model that estimates biological age from a single consumer-grade photograph taken before radiation planning. The team applied this approach to patients with oligometastatic disease — limited-stage IV cancer eligible for comprehensive radiation plus systemic therapy — to explore whether a simple photo could help inform treatment intensity and prognosis. The session shares early findings on how photo-based biological age estimates compare with clinical assessments in this population