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Lead research and engineering of production-grade ML/AI models (NLP, generative and agentic systems). Design, evaluate, and deploy scalable models, implement evaluation-driven development, mentor junior scientists, collaborate with product and engineering, and embed observability and CI/CD benchmarking to ensure reliable, ethical, and high-impact AI features.