AI engineer focused on LLM systems that survive contact with production. Healthcare wedge: PHI handling, clinical NLP, FHIR.
- a clinical SLM fleet. Quantized 1B–4B models served via llama.cpp behind a FastAPI gateway, running PHI de-identification (HIPAA Safe Harbor), clinical message triage, and FHIR resource extraction, with eval-gated model promotion.
- IBM watsonx Client Engineering (enterprise LLM pilots for Financial Sector Markets)
- Johns Hopkins Medicine (clinical LLM evaluation, under review at JMIR Medical Informatics)
- EY (oncology forecasting platform deployed in 80+ countries)
- MSE Data Science, Johns Hopkins, Dec 2026
- brain inspired AI frameworks
- conciousness research
