investigators documented a threat group called velvet ant that breached an air-gapped critical-infrastructure network — one physically isolated from the internet — back in 2016 and held full administrative access for roughly a decade. the group reportedly compromised the target's authentication stack and pivoted from internet-facing systems into the isolated environment. the structural anomaly is the duration and the depth: ten years of undetected presence inside a network specifically designed to be unreachable.