Industrial · Strong theory

Teachable Process-State Axes (Valves, Dampers, Doors, Loads)

Show it a valve open and closed once — it reports that valve's state forever.

Strong theory Strong theory

The physics is solid; our own validation is scheduled.

Big metal things like valves, doors and dampers each reflect WiFi waves in their own way, and each position leaves a different fingerprint in the signal. During teaching, an operator simply puts the asset in each state while the system watches. From then on it reads that state continuously, with nothing installed on the asset.

In the physics: Every large metal actuator position (valve handwheel + stem, damper blade, roller door) is a distinct scatterer configuration producing a repeatable static CIR fingerprint (delays + amplitudes). Controlled perturbation during teaching isolates exactly which CSI subspace that asset controls, making the axis robust to unrelated variation.
Preparing the recorded fieldLoading real LatentField pipeline output…

This is real pipeline output for Industrial, replayed. The exact reading depends on your room.

Bring this into the real roomMachine Bay Watch6 sensing nodes · ~$320 parts · about 120 min
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How the field becomes an answer

Axis discovery via poke-and-observe (stage 7) driving supervised perturbations CIR fingerprint subspace per asset (stage 1) projection onto the learned axis with anomaly manifold guarding against off-axis confounders (stage 3) CUSUM for stuck-between-states conditions (stage 6).

How we prove it

Own-hardware: teach 5 assets in a workshop (metal door, large gate valve mockup, cart present/absent, damper, cabinet open/closed), then 30-day blind state-classification accuracy under normal foot traffic; SenseFi protocols for the fingerprint-classification methodology.

Who it is for

Retrofit state sensing for un-instrumentable legacy assets: 'show it once, monitor it forever' — sold to the brownfield digitalization lead drowning in quotes for limit switches and cabling.

Complete first-room estimateMachine Bay Watch6 nodes · ~$320 parts · 120 min Request kit, subscribe, or set up →
Compatible DIY hardware options
Operator Single-Venue$280–380

120 min · advanced

Operator Multi-Node$700–950

240 min · installer

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