Core engineer and team lead on the clinical infrastructure connecting pharmacies, prescribers and insurers in real time.

• Built real-time insurance claims adjudication wired into TELUS Health, Medavie Blue Cross & Veterans Affairs Canada — sub-second decisions, underpinning $10M+ in reimbursed pharmacy revenue.
• Developed anomaly-detection & fraud-prevention models (gradient-boosted trees / XGBoost) on health-claim data (PHI under PHIPA), with A/B testing, predictive checks and model monitoring.
• Built guideRx — an AI clinical formulary scoring 30,000+ studies and 100+ research metrics per condition for point-of-care recommendations.
• Built AutoFlow — document-intake & prior-authorization automation (OCR, classification, AI extraction, priority routing) to cut clinician admin work.
• Built agentic AI (LangGraph vision agents + RAG over embeddings, LLM-as-judge eval) and owned backend, model serving & cloud on Azure with CI/CD and Grafana observability.

My technology & innovation studio — I own everything from cloud and backend to ML and the user-facing product.

• Multi-agent AI systems with LangChain & LangGraph — autonomous agents, RAG pipelines, and LLM tool-calling.
• Backends in Python & Node.js; React frontends; auth, databases and vector stores on Azure.
• Designed and maintained all internal and external APIs, plus deployed ML features end-to-end.
• Flagship R&D: Physical4D — physics-informed cardiovascular imaging — and 40+ shipped products & experiments.

Crowd-intelligence and spatial analytics from wireless signals, deployed across Montreal's public parks.

• Trained & deployed crowd-intelligence models at 95% accuracy from Wi-Fi signals, running live across Montreal's public parks.
• Re-architected the backend on GCP + Azure (Docker, Flask, Django REST) → 50% faster deploys, 30% lower cost.
• Built feature & data pipelines (ETL) on BigQuery, PostgreSQL & Azure Blob (SQL); cut data-processing errors 40% in a high-throughput, low-latency system.

Applied ML research — computer vision and human-computer interaction systems.