The document outlines a project to build a feature for hosting reinforcement learning challenges on EvalAI. It describes the flow of submissions, how submissions are managed by queuing them and having an RL worker deploy the environment and agent containers on Kubernetes for evaluation. It provides an example challenge of balancing a pole on a cart and next steps to host more complex challenges and optimize resource usage on EvalAI.