3+ years of experience in QA, test automation, or evaluation of complex software systems Hands-on experience writing Python automation or evaluation scripts Understanding of machine learning concepts Experience testing LLM-integrated features or AI-driven workflows Familiarity with ML-related tooling Experience with API testing, JSON validation, and test data generation Ability to test nondeterministic systems Strong analytical, troubleshooting, and communication skills Experience testing cloud-integrated systems, preferably on AWS Bachelor’s degree in Computer Science, Information Systems, or equivalent practical experience