Evaluation gating and quality governance for AI, Telco consumer enterprise B2B and network operations and their customer-impact considerations, Track record operating or governing ML AI systems in production, Degree in Computer Science Engineering Data Science or a related field, Strong stakeholder management and executive communication, AI ML operations reliability engineering and observability, Experience leading teams including remote or offshore cross-border teams, People leadership across cultures locations and time zones with care for team wellbeing, Clear decisive judgment under incomplete information and during incidents, Understanding of both LLM agent and traditional ML lifecycles and their failure modes, Incident management service-level objectives and error budgets