The Beer Game Environment provides a discrete-time simulation of a four-stage beer supply chain—retailer, wholesaler, distributor, and manufacturer—exposing an OpenAI Gym interface. Agents receive observations including on-hand inventory, pipeline stock, and incoming orders, then output order quantities. The environment computes per-step costs for inventory holding and backorders, and supports customizable demand distributions and lead times. It integrates seamlessly with popular RL libraries like Stable Baselines3, enabling researchers and educators to benchmark and train algorithms on supply chain optimization tasks.

Fable Simulation builds sophisticated virtual environments where AI characters exist and evolve. Users can develop AI characters, engage with them, and explore dynamic scenarios. The platform leverages advanced AI technologies to offer customizable, interactive simulations that cater to various needs like research, entertainment, and training. This blend of AI and virtual reality provides a unique, immersive experience unmatched by traditional simulations.