Impressive parallel developments in pure mathematics and in quantum field theory has revived Felix Klein's vision of a "preestablished harmony between mathematics and physics" and encouraged the appearance of a new - we may call it "Pythagorean" - brand of mathematical physics. A telling example is provided by "the Fock space of positive integers" introduced by Bost and Connes [1]. Conformal field theory had an important part in bridging the gap between mathematics and quantum field theory [2]. I shall also cite some sharp criticisms of string theory (which pretends to offer the modern realization of the Pythagorean dream).