5+ years of hands-on experience in GPU, accelerator, kernel, firmware, runtime, or data-center system software, including technical leadership on complex hardware/software programs. Lead cross-functional execution among silicon, firmware, kernel, compiler, library, machine-learning framework, server, network, storage, validation, and production teams.