VX-One is a small multi-head network with 100K–10M parameters whose outputs are constrained to three parseable primitives—binary gates, closed-set choices, and ordinal scores—trained in a multi-task manner with per-head temperature calibration, achieving a p50 latency of about 0.7–1.7 ms on CPU.