The GitHub page for Microsoft's Agent Lightning project introduces a powerful tool designed to optimize AI agents with minimal code changes. It supports integration with various agent frameworks and utilizes advanced algorithms like reinforcement learning and automatic prompt optimization. The project encourages community contributions and provides extensive documentation for users to get started.