In RETHINK big, we will investigate future hardware directions and how they may be applied to meet the specific needs of Big Data applications. We have identified four initial domains which include trends in conventional and unconventional processor technologies, memory and storage architectures, distributed systems, and networking. The software aspects will cover developments in software frameworks, programming models, data structures and algorithms.