This article is devoted to the Relativistic Vlasov-Maxwell system in space dimension three. We prove the local existence and uniqueness of solutions for initial data (f 0 , E 0 , B 0 ) ∈ L ∞ × H 1 × H 1 , with f 0 compactly supported in momentum. This result is the consequence of the local smooth solvability for the "weak" topology associated with L ∞ × H 1 × H 1 . It is derived from a representation formula decoding how the momentum spreads and revealing that the domain of influence in momentum is controlled by mild information (involving only conserved quantities). We do so by developing a Radon Fourier analysis on the RVM system, leading to the study of a class of singular weighted integrals. In parallel, we implement our method to construct smooth solutions to the RVM system in the regime of dense, hot and strongly magnetized plasmas.