Prof. Kumar is interested in processors and systems with a focus on a) scalability, the ability to seamlessly exploit multiple levels of concurrency in workloads; b) adaptability, proactive adjustment to the intrinsic workload type and application requirements; and c) programmability, cooperative information exchange between hardware and software for productivity and efficiency.