CHAIN 1.1.0

An Overview of CHAIN

CHAIN is an open-source platform developed by OpenAI, which enables developers to build custom reinforcement learning (RL) environments with simulated agents that behave differently from each other. It is intended for use in research, education and industry in order to gather high-quality training data for RL algorithms. CHAIN 1.1.0 provides an expandable, modular, and extensible environment for RL development.

What’s New in CHAIN 1.1.0?

CHAIN 1.1.0 introduces several new features, including:

  • Multi-agent Training: CHAIN now supports the training of multiple agents in a shared environment simultaneously. This allows for a variety of applications such as multi-player games with competitive and cooperative agents.
  • Real-time Training: Trainers can now have control over the speed of their simulations, allowing for improved responsiveness and precision when synchronizing the progress of multiple agents.
  • Black-Box Optimization: With the addition of a reinforcement learning optimization component, researchers can now optimize their agent policies and explore different strategies.
  • Contextual Debugging: The platform now features embedded debugging tools that provide granular insights into the training process, along with tools to visualize the RL training environment and simulate agent interactions.

Getting Started with CHAIN 1.1.0

Getting started with CHAIN 1.1.0 is fairly straightforward. Developers can simply clone the repository from Github and install the necessary packages. Then, they can create a custom environment, train the agent, and deploy the resulting model. For a more detailed set-up guide, refer to the official documentation for CHAIN 1.1.0.


CHAIN 1.1.0 is a powerful platform for developing reinforcement learning applications. Its powerful features, robust debug capabilities, and flexible training tools make it the ideal choice for anyone looking to customize their RL environment or optimize their agent policies.

Install the CHAIN 1.1.0 APK app

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