TERMon is a hardware-native runtime monitor that detects persistent behavioral threats in edge AI by observing inference behavior, rather than re-executing or formally verifying the model. It uses ternary patterns to match against a thermometer-encoded fingerprint, and requires no on-chip block RAM or DSPs.