TLDC creates highly configurable environments for training over difficult, real-world scenarios. An environment is a stateful container where models interact via tool calls to complete tasks. We support diverse, deterministic initial states and configurable difficulty, enabling open-ended rubric-graded tasks. In addition, we have created rule-based reasoning gyms & games to procedurally generate infinite training data over tunable curricula.