The main aim of the present chapter is to contribute to an elaboration of central issues and possibilities for developing a training programme to improve collaboration between the criminal justice system (CJS) and mental health services (MHS). A theoretical framework rooted in social innovation (SI) and communities of practice is used to reflect upon the gap between initial plans and real time practice and the learning that took place. Three episodes from the EU funded project named COLAB are presented and analysed.