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Early-career engineers will build multi-step AI agents that detect regressions, bisect faulty commits, and propose fixes, along with internal tools colleagues adopt. The role needs strong systems fundamentals in real-time telemetry, distributed services, and device-constrained environments, plus a shipped agentic project and clear accountability for generated code.