Make analog and wave hardware
production-ready.

TrueLoop checks the interface, keeps the device within tolerance, and records whether the stability contract held.

Abstract gradient field

One layer.
Three jobs.

The application keeps running while TrueLoop qualifies, maintains, and verifies the physical hardware underneath it.

QUALIFY

Check the fit.

Test the real interface before closing the loop.

Preflight
MAINTAIN

Hold the contract.

Keep the device inside its declared tolerance.

Live contract
PROVE

Keep the record.

End every maintained run with signed proof.

Attestation

Always know the state.

The layer never reports healthy when the device is merely running.

Unlocked

Ready to begin.

Identifying

Establishing the local response.

Converged

Inside the declared tolerance.

Degraded

Correcting or holding safely.

Declined

Outside the responsible boundary.

Drop it into
your control loop.

Your readout and application stay in place.

PYTHON / DROP-INNO NEW LOOP SHAPE
layer = SWCOptimizer(key, n=len(target), target=target, tolerance=0.05)
x = layer.start(x0)
for _ in range(rounds):
    x = layer.step(measure(x))
proof = layer.end()

layer.state is live during the run. proof is the signed record.

Ready for commercial integration.

Evaluate through the hosted service, then deploy the same interface beside the hardware for production latency, data residency, or air-gapped operation.

Fit is decided on the device.

Hardware measurements, controlled simulations, and projections are labelled separately.

See the evidence