A frontier proposal with a validation plan, not an implemented detector.
Intended capability
Evaluate the sensing evidence for “Teach-the-Truck — Self-Discovered Vehicle State Axes” in a stationary, controlled, ground-truthed vehicle study. This is not a vehicle, occupant, child, pet, or driver-safety system.
This describes the intended outcome. Readiness is research concept, evidence is class C, and a catalog mapping or recording is not proof of this outcome at a real site.
Solution blueprint
See the environment before installing it.
This exact kit is one of 191 first-class designs. It includes geometry, objects, nodes, wording, scenarios, installation, limitations, and catalog-bound readiness.
No rendered revision is available yet.
Bundled recording
A related Automotive scene
This is one recorded vertical scenario. It is not separate validation of every capability in the catalog.
01 The physics
Every mechanical configuration change moves conductive/dielectric structure and thus deterministically reshapes the multipath fingerprint (specific CIR taps appear/vanish, amplitudes shift). Controlled repetition isolates the covariance direction attributable to that state from ambient variation.
02 Shared processing path
Axis discovery via poke-and-observe (repeat state toggles) -> supervised contrast on CIR + CSI features to extract the state's discriminant axis -> project live data onto learned axes -> per-axis CUSUM for silent state changes (e.g., liftgate creeping open on highway).
This is a capability design path. Components may be shared with other catalog entries; it is not presented as a unique algorithm.
03 Validation plan
Own-hardware: van with 6 togglable states, 10 teach cycles each, measure held-out state-classification accuracy and teach-time; CSI-Bench task structure as protocol template for repeatability.
04 Commercial hypothesis
A programmable sensor: every fleet defines its own alarms without new hardware or firmware — sold to fleet telematics platform PMs as an extensible sensing SDK, not a fixed-function device.