At Amazon, I lead quality validation for Fire TV Live TV, covering middleware, OEM integrations, and SoC configurations across device platforms.
Previously at Amazon, I led quality engineering for Alexa messaging workflows, validating LLM responses and ML decision logic. I reduced regression scenarios from 80+ to 18 through risk-based test design and identified backend defects with trace-level debugging.
At Aspire Systems, I developed automation for healthcare and retail platforms, reducing regression execution time by 80%. I’ve also worked on enterprise retail and payment platforms at Hexaware Technologies.

