Reinforce.io creates optimisation technology for the next generation of data infrastructure and is the maker of the first industrial strength deep reinforcement learning library. Today, applications run in software containers on a growing range of devices and hosts ranging from local and remote servers to different cloud service providers and edge devices. Reinforce.io is building software which learns optimal device assignments for software tasks and adjusts human resource requests to minimise energy consumption, hosting cost and resource usage.