Three engagements that crossed the line from research artifact to live clinical deployment. Names, integrations, and metricspublished with client permission.
End-to-end triage model and clinician interface for a retinal imaging service handling thousands of cases per month.Deployed inside Mount Sinai's network, integrated with their PACS, and validated against radiologist consensus.
Longitudinal cohort modeling for chronic disease progression. We rebuilt their feature store and inference pipeline to runnightly across the full member base, with HL7-driven ingestion and on-prem deployment.
Re-engineered an existing classifier for sub-second inference on a constrained hardware target. Built the eval suite and FDA-ready validation harness alongside the embedded engineering team.
Two weeks. A working prototype. No retainer.
