$$ RED36/RED37 $$
Before you power it on, go to the machine settings and give the network adapter a custom MAC address.

*arp-scan* utility to scan the entire subnet and report back on MAC addresses that are present.
grep to filter for the MAC address you gave the CTF Machine.
nmap of the target shows port 2222 is open