Reinforcement learning (RL) models are increasingly being deployed in complex spatial environments. These scenarios often present challenging obstacles for RL techniques due to the increased dimensionality. Bandit4D, a cutting-edge new framework, aims to overcome these challenges by providing a comprehensive platform for training RL solutions in 3D