At Sama Inc., I was the sole technical owner and escalation point for production pipelines across 20+ enterprise accounts. I operated Python orchestration on AWS ECS and maintained the CodeFresh deployment pipeline.
I designed and operated multimodal ingestion over REST APIs, webhooks, and AWS S3, with pipeline peaks of 200,000 tasks per day. I also built a human-in-the-loop evaluation loop on AWS Bedrock, combining candidate labels with LLM-as-judge review.
On Motorcycle Telemetry Pipeline, I built and hardened a self-managed MQTT broker and gateway, then shipped an IoT pipeline streaming sensor data from an ESP32-S3 over TLS. I also designed store-and-forward handling to preserve data through network dead zones.
I designed and shipped EnduroEdge, a live bookings-and-leads platform for a motorsports business, and remain its sole maintainer and on-call owner. The platform includes live events, registration and enquiry capture, and instant lead alerts.
