This is not an ML, data science, or research role. It is a software engineering role for someone who combines strong backend fundamentals with real experience shipping AI systems that customers use: copilots, agents, orchestration, tool-calling, and multi-step workflows. The heaviest weight goes to engineers who have designed and shipped agentic systems in production and think in terms of reliability, latency, cost, and user outcomes rather than just model performance.