Typed decision heads are faster and safer than generative models for security triage, but their calibration degrades significantly under temporal drift, and they still fail to reliably detect truly novel attacks without explicit unknown options.
VX-One is a small neural network that makes fast, structured security decisions for network intrusion detection by outputting typed primitives (binary gates, closed-set choices, ordinal scores) instead of raw predictions.