Quantum response regulation

Regulate per-channel response profiles under drift and shot noise.

The supported quantum contract is a complete vector of measured channel responses and a feasible vector target. Each shot batch must provide a resolved response before drift makes it stale.

Controlled response-profile tests show four-to-six-acquisition floors and scale-flat behavior through 16,384 controls inside the qualified drift, noise, target, and coupling regime.

Edge-coupled QAOA profiles, extremal targets, and scalar variational energies are outside this evidence. Keep a conventional variational optimizer for those objectives.

opt = SWCOptimizer(key, n=len(x0), mode="regulation", target=target)
x = opt.start(x0)
for _ in range(rounds):
    x = opt.step(measure(x), target=target)
opt.end()