My PhD project is concerned with transfering Free Energy Principle-based design from an academic neuroscientific interest to a method of engineering real-time learning systems, in particular in the context of situated design of augmented hearing reality algorithms. Specifically, I focus on the development of hierarchically organised Active Inferece agents that can plan over different timespans.