It looks like the submission has two aspects that are being conflated. 1. Tooling for training a terminal agent. 2. An agent that was _not_ trained with this

It looks like the submission has two aspects that are being conflated. 1. Tooling for training a terminal agent. 2. An agent that was _not_ trained with this tooling but prompt engineered. I could not find the author's discussion on this point.