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Min 6+ years of professional experience in software engineering, machine learning engineering, or AI development. Bachelors or Masters degree in Computer Science, AI/ML, Data Science, Engineering, or related field. Background in data engineering or building large-scale data pipelines.

Proactively raises questions about bias, fairness, and responsible AI use. AI product experience in industrial companies (energy, manufacturing, supply chain, logistics, industrial automation). Define AI product management practices that will scale across the organization.