Philosophy does not "solve problems", whereas science does. Philosophy, in its relations to science, gathers up the problems of science, which are no longer problems since they have found solutions, and seeks to order them in such a way that the structure of knowledge does, in fact, appear.
Fifty Years of the Theory of Relativity, Nature, Volume 175, Number 4465, May 28, 1955 (p. 919)