At EMCD, I led quality engineering and release governance for fintech and distributed-service platforms, while staying close to Python and Java automation, observability, and production reliability. I introduced AI-assisted workflows using Claude Code, Cursor AI, and structured human review for test design, code analysis, debugging, documentation, and automation scaffolding.
At Paramount Global / Pluto TV, I led Data Test Engineering across analytics, pipelines, cloud platforms, and data products, guiding Python and SQL validation across Snowflake and BigQuery. Earlier, I built and led the QA and automation organization at Paymentus Corporation, and I’ve also published work on AI/ML in software quality and scalable anomaly detection.

