>The illicit chips could do all this because they were connected to the baseboard management controller, a kind of superchip that administrators use to remotely log in to problematic servers, giving them access to the most sensitive code even on machines that have crashed or are turned off.
Is your OOB-management VLAN/network firewalled off from outgoing access to the internet? If not, this chip can make requests out to another host, who gives it code to run. This code can then either collect data and send it back out, or do other nefarious things.