AxionOrbital Space
Built at GPT-5 Startup Hackathon NYC · Sep 27, 2025 · New York, NY
Cogniforge is an adaptive reinforcement learning environment that lets anyone program robots with plain English. Industrial robots today are brittle: even a 2 cm misplacement can cause failure, and programming new tasks takes weeks of expert engineering. Cogniforge solves this by combining GPT-5 and Codex with a custom PyBullet RL environment. A user gives a natural language command, and Cogniforge automatically generates a behavior tree, an expert demonstration, a rapid imitation learning policy, and a reinforcement learning fine-tune. Before acting, the robot uses GPT-5’s multimodal vision to detect real-world offsets and adapt on the fly. The result is a robot that learns and corrects itself in seconds — turning weeks of robotic programming into minutes.