At Amura Health, I manage a continuing caseload of patients with type 2 diabetes, hypertension, and metabolic disorders. I interpret laboratory panels, adjust protocol-guided treatment, and make follow-up and escalation decisions.
Since 2024, I’ve reviewed large language model output on clinical questions for medical accuracy and reasoning quality. I write evaluation criteria, scoring rubrics, and annotation guidelines, and document reasoning gaps and recurring failure patterns.
I built medreview-agents, an open-source multi-agent system that audits medical articles for editorial quality, scientific accuracy, and citation quality. It supports multiple model backends and adds anchored review comments to Word and Google Docs.
I also built a source-validated literature pipeline across PubMed, medRxiv, and Semantic Scholar, checking generated summaries against source publications. My clinical work includes emergency and general medicine, chronic disease management, and care in public-sector hospitals.
