At Bectran Inc., I built an incident-triage agent that reads Datadog logs and Java stack traces, maps failures to the last commit, and files a Linear ticket with a diagnosis. It cut resolution time about 70%.
I also rebuilt a multi-tenant FastAPI query service, reducing latency 45% and cost per query 30%. Earlier, I shipped a conversational AI product at Stealth AI Startup and improved lease-document search at MRI Software; my research at Kent State University led to IEEE publications on LLM training.

