AI Engineer DevTools is a comprehensive developer toolkit that simplifies building and maintaining AI agents. It offers command-line scaffolding for project structure, code generation for standard agent patterns, environment configuration scripts, integrated testing frameworks, CI/CD pipeline examples, deployment automation, and monitoring setup. By reducing boilerplate and enforcing best practices, it ensures consistency, reliability, and rapid iteration in AI agent projects across development and production stages.

AutoDRIVE Cooperative MARL is an open-source framework designed to train and deploy cooperative multi-agent reinforcement learning (MARL) policies for autonomous driving tasks. It integrates with realistic simulators to model traffic scenarios like intersections, highway platooning, and merging. The framework implements centralized training with decentralized execution, enabling vehicles to learn shared policies that maximize overall traffic efficiency and safety. Users can configure environment parameters, choose from baseline MARL algorithms, visualize training progress, and benchmark agent coordination performance.