Scaling & value
Why the advantage widens as the problem grows.
Usable means the verified error is inside the published threshold.
Many comparison methods require additional acquisitions as parameter count grows. TrueLoop uses one parallel acquisition per complete update in its supported regime.
That difference is small at low dimension and decisive under a fixed deadline. At one thousand channels it can be roughly three orders of magnitude; at one hundred million, eight.
The right value calculation prices the whole convergence job: device time, cloud or lab overhead, operator time, and the opportunity cost of a loop that cannot finish.
Largest channel count held usable inside an acquisition deadline: at D = 6, TrueLoop reached 65,536 channels and the best alternative reached none. At D = 32, TrueLoop reached 65,536 and an idealized calibration schedule reached 4,096. Parity arrived only near D = 2,000. The tighter the deadline, the wider the gap.
Run the envelope, then race the runtime and your incumbent under the same measured budget.