Must Have Technical/Functional Skills AI/ML/LLM Quality Engineering experience (testing, validation, evaluation frameworks) Expertise in AI evaluation methods (deterministic & non-deterministic systems) Validation frameworks, golden datasets, and test harness Scalable testing strategies for enterprise AI platforms Experience embedding quality practices into AI SDLC / delivery lifecycle Model evaluation, monitoring, and continuous quality improvement Agent/LLM evaluation and autonomy threshold Cr