I'm no expert, but wouldn't a basic hardware firewall that allows incoming, but not outgoing connections solve the issue? Wouldn't even basic VLAN isolation achieve the same?
The humans can still open a TCP connection, SSH tunnel, etc. from the outside to remotely get data out of the training environment. But the agents cannot reach anything outside their isolated network.