At Netradyne, I lead QA automation for 20+ data science and product services, owning Pytest frameworks, REST API suites, and Jenkins pipelines for continuous validation.
I've built agentic AI systems that automate release tagging, generate edge-case test cases, analyze coverage gaps, and create GenAI test data. I also validate AI chat-assistant output against golden datasets using cosine similarity, LangChain, prompt engineering, and RAG.
Previously at Druva, I automated testing for the Phoenix cloud data-protection platform across VMware, Hyper-V, File Server, MySQL, pricing, and statistics features. My work included Selenium, Python, Robot Framework, REST APIs, TestRail, and JIRA.
My earlier QA work at TCS and Innobox covered Cisco access points, mobile devices, Wi-Fi, VPN, FOTA, networking protocols, performance testing, and cross-browser WebUI automation. I build practical quality workflows that improve coverage, reliability, and release confidence.

