Within just a few years, programmable networks have changed the networking world, introducing new paradigms such as software-defined networking and network function virtualization, to meet the demands of faster innovation cycles in communications networks. At DAI Labor we work on various projects in which programmable networks and their management for innovative applications are realized. Examples include SDN-based flexible transport network architectures for the upcoming mobile generation or AI-based orchestration of virtual network functions.