I build AI that works with clinicians, grounded in the patient record and connected to the work of care.
At Yumi Health, I co-founded an AI-native platform for skilled nursing and lead its technical development. My work as Chief AI Scientist at Layr brings the same focus to clinical intelligence and MDS agents.
From building with clinicians on site to shaping the platform and founding engineering team. An AI-native record, a clinical copilot, and MDS work connected in one place.
Our home-built retrieval pipeline connects assessment questions to chart records, relevant dates, and evidence a clinician can inspect.
Building the retrieval and reasoning systems behind clinical assessment recommendations, with a path from each suggested answer back to its chart evidence.
A home-built pipeline combines question-specific search, BM25 relevance, source weighting, and assessment date windows to assemble focused clinical context.