Cut analyst review time by ~80% at Valital Shipped an agentic AI system that auto-generates consolidated risk reports from compliance screening results. End-to-end design, build, and deployment, with a parallel rebuild of the article clustering pipeline that cut screening latency by ~40%.

Defined the first taxonomy of sustainability smells in IaC (MSR 2025) First-author paper at the IEEE/ACM Mining Software Repositories conference, validated on 28K+ Terraform scripts and a 19-practitioner survey. Now extending the work with an LLM-based commit-history pipeline for prevalence estimation and mitigation.

Helped NASA JPL explore LLMs for software modeling Early experimental work on the openCAESAR project using large language models to generate software models and UMLs from requirements documents and knowledge bases. Research meets real engineering.