Proven experience leading large-scale data or engineering organizations (managing managers). Deep technical expertise in Python, MLOps frameworks, and Cloud Data Architecture (AWS/GCP). Experience deploying Generative AI or Large Language Models (LLMs) in a production environment. Strong background in Data Engineering fundamentals (pipelines, warehouses, real-time streaming). Experience with 'Type 1' strategic decision-making regarding technology choices and organizational structure.