MineLand provides a flexible 3D sandbox environment inspired by Minecraft for training reinforcement learning agents. It features Gym-compatible APIs for seamless integration with existing RL libraries such as Stable Baselines, RLlib, and custom implementations. Users gain access to a library of tasks, including resource collection, navigation, and construction challenges, each with configurable difficulty and reward structures. Real-time rendering, multi-agent scenarios, and headless modes allow for scalable training and benchmarking. Developers can design new maps, define custom reward functions, and plugin additional sensors or controls. MineLand’s open-source codebase fosters reproducible research, collaborative development, and rapid prototyping of AI agents in complex virtual worlds.

aiMotive offers advanced AI software designed for the development and testing of autonomous vehicles. Their AI solutions include perception systems, simulation environments, and development tools that improve the reliability and safety of self-driving technologies. By utilizing AI, they create realistic environments that developers can use to train and test autonomous driving algorithms, ensuring optimal performance in real-world scenarios.