At Videonetics, I build real-time video intelligence systems, including a Face Recognition System handling 100+ concurrent camera streams with live detection, alerting, and REST APIs.
I've built Qdrant-powered face search across 100k+ embeddings with natural-language queries, distributed Python image-processing services that reduced I/O-bound latency by 40%, and Redis-based job-progress tracking. I also delivered fault-tolerant event services and FastAPI APIs and webhooks for forensic video enhancement.
I productionized a real-time heatmap microservice for Soterix from ML integration through Docker, AWS ECS, and Terraform. Previously at Karbon Business, I built Django microservices, data-migration pipelines, and cached REST APIs for merchant and sector insights.

