We prove that the system of subordination equations, defining the free
additive convolution of two probability measures, is stable away from the edges
of the support and blow-up singularities by showing that the recent smoothness
condition of Kargin is always satisfied. As an application, we consider the
local spectral statistics of the random matrix ensemble A+UBU∗, where U is
a Haar distributed random unitary or orthogonal matrix, and A and B are
deterministic matrices. In the bulk regime, we prove that the empirical
spectral distribution of A+UBU∗ concentrates around the free additive
convolution of the spectral distributions of A and B on scales down to
N−2/3.Comment: Third version: More details added to Lemma 6.3 and proof of Theorem
2.