At RancoLabs, I architected Java 17 and Spring Boot microservices for payment operations and transaction workflows. I engineered Kafka pipelines processing 80K+ events per hour and helped reduce failed deployments from 9% to 3% with containerized services and automated Kubernetes deployments.
At UMassAmherst, I integrated AI/ML inference into production workflows and built agentic workflows for multi-step requests. I also developed retrieval and patch-planning flows using BM25 and FAISS, and built evaluation workflows to compare model and system outputs.
I built SentryForge, an agentic system that turns authorized Slack requests into validated GitHub draft pull requests, with human approval and sandboxed patch validation. I also built and deployed a RAG application and evaluated retrieval and response quality across 1,000+ queries.

