I’ve evaluated LLM applications through prompt testing, structured-output validation, hallucination detection, grounding checks, and non-deterministic output analysis. I also validated traces, token usage, latency, context handling, and tool-call behavior.
In QA automation and API testing, I automated 50+ OAuth and Google Authentication regression scenarios with Playwright, JavaScript, and POM, reducing repetitive manual testing effort by approximately 40%. I validated 30+ REST API and integration endpoints using Postman and MCP Inspector, and supported defect investigation and fix validation across cloud and on-prem environments.
