UDC turns real pharmaceutical factories into RL environments for AI models. Models do a process chemist’s job: they formulate, scale, and troubleshoot drug batches, calling mixers, dryers, presses, and analytical instruments directly. The plant grades each decision by what comes off the line. We build these environments for model developers, with the long-term aim of model-run plants that make the cheapest drugs in the world.