Edge Platform and Hardware–Software Integration - Ability to evaluate and integrate CPUs, GPUs, NPUs and accelerators with SDKs, drivers, frameworks, sensors, and applications, including profiling and optimizing performance, power, thermal limits, reliability, and scalability. Solution Development and Production Deployment - Demonstrated experience building prototypes and production solutions using Python or C/C++, AI frameworks, APIs, containers, CI/CD, cloud-edge integration, telemetry, testing, and lifecycle management.