In this paper we elaborate on the interplay between energy optimization, positive definiteness, and discrepancy. particular, assuming existence of a K-invariant measure μ with full support, show that conditional definiteness kernel K is equivalent to long list other properties: including, among others, convexity functional, inequalities for mixed energies, fact minimizes integral in various sen...