8+ years of professional experience in machine learning and software engineering Proven track record of architecting and delivering large-scale, production-grade AI/ML systems Significant client-facing experience Proven leadership and project management experience Deep expertise in Python and its data science ecosystem Expert-level understanding of modern AI systems, including LLMs, agentic design patterns, and classical ML at scale Strong architectural foundation in software engineering, MLOps, and cloud infrastructure (AWS/GCP) BSc/MS/PhD in Computer Science, Engineering, or related field, or equivalent practical experience