Open source. Open possibilities.

AirSim is Microsoft's open-source simulator for drones and cars, built as an Unreal Engine plugin with an experimental Unity release. It supports software- and hardware-in-the-loop simulation with PX4 and ArduPilot, and exposes cross-language APIs for collecting images and controlling vehicles for AI research.

Pwnagotchi is an A2C‑based AI agent that uses bettercap to learn Wi‑Fi environments, capture WPA handshakes (PMKID, full/half handshakes), and improve pwning strategies over time. It supports cooperative multi‑unit operation and is released under GPL3.

Unity ML-Agents Toolkit is an open-source framework that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning, with PyTorch-based implementations.

Reinforcement learning library for operational decisions—pricing, inventory, energy, queues, supply chains. 31 algorithms with typed interfaces, classical baselines, and reproducible benchmarks.