For , write and . Integration by parts gives , while . The Cauchy-Schwarz inequality therefore gives the displayed sharp bound, with equality exactly when . A prescribed positive budget consequently givesThis proves the unique global optimum, rather than only stationarity from a Lagrange multiplier.
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