Languages: Python AI/ML Testing: Experience in testing non-deterministic outputs (essential for your LayoutLM/GPT work). Frameworks: PyTest, Selenium. Database Skills: Complex SQL queries, NoSQL, and data integrity validation. Design & Architecture: Must be able to design a scalable automation framework from scratch. RCA (Root Cause Analysis): Ability to perform code-level debugging and suggest fixes in the application code. Complex Migrations: Experience in validating data parity and schema consistency during legacy-to-modern system migrations. Performance Testing : Able to use JMeter and locust.