groundhog

Groundhog is a team of AI agents that uses the real Azure portal the way a person does: it looks at the screen and clicks. It runs on NVIDIA Nemotron models hosted on Crusoe. The agents get better as they work: they save lessons in a shared memory and rewrite their own instructions and tools, keeping a change only if it does better on test tasks. Risky actions like deleting or submitting need a human's approval, and a checker confirms a task is really done before it counts as finished.