Maintain comprehensive documentation of code, testing methodologies, automation frameworks, AI prompts and evaluation criteria, approved datasets, model or tool versions, quality metrics, and support activities to strengthen organizational knowledge, reproducibility, and auditability.". • Experience applying generative AI or machine learning to quality engineering use cases such as test-case generation, automation-code assistance, synthetic test-data creation, change-impact analysis, defect triage, failure summarization, and test-suite optimization.