Automata is a reinforcement learning harness in which an AI agent analyzes a proposed mechanical design and trains, evaluates, and iterates on a specialized machine learning model to control the robotics platform autonomously. Resulting models are presented through a graphical interface for human-in-the-loop performance evaluation.