Deep expertise in several areas such as large language models, natural language processing, retrieval and reasoning, agentic systems, multimodal learning, graph methods, time-series modelling, causal inference, optimization, reinforcement learning, or probabilistic modelling. Assess research and industry developments in generative AI, agentic AI, machine learning, retrieval, reasoning, multimodal models, and related technologies, for practical relevance, then translate the most promising capabilities into experiments, product strategies, operating models, and value opportunities.