At Playson, I automated 600,000+ configuration and billing validation checks with a Python framework, reducing manual validation cycles from five days to five hours. I also developed UI and API automation for gaming, reporting, and billing systems.
At Sisense, I created API and UI regression frameworks and mentored a team of four QA seniors. I’m also building an LLM evaluation harness for a RAG chatbot, with a validated golden dataset and offline tests in GitHub Actions.

