I propose a personal overview of my collaboration with Pierluigi since our first meeting in 2003. I’ll review our numerical work on the glassy phase of finite dimensional spin glasses; in particular, overlap equivalence, ultrametricity, clustering property of overlap and monotonicity of the correlation functions will be considered. I’ll also present our research on the inverse problem in some mean field models with applications to the social sciences.