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Own benchmark and evaluation prioritization, coordinate training and inference partners, forecast capacity, manage budgets and SLAs, track customer delivery, and lead operational reviews. Translate recurring delivery issues into product requirements and partner with Engineering to automate workflows. The role requires technical fluency in LLM evaluation, post-training methods, inference economics, SQL, and Python, plus strong project management, vendor judgment, communication, and ownership.