Design lesson

GIRL shows why a tangent signal is not one more regularizer. The full-state signal fails scientifically; the advantage quotient exposes the decision-relevant object; transport and ESS gates separate geometry from statistics; and temporal quarantine turns abstention into safe recovery. The learning occurs in the controller and declaration as much as in the value parameters.