Our group came together for the research retreat day of the ERC THERMODON project, where we discussed and reflected on our current progress and outlined the next steps in advancing this ambitious project. The project bring together PhD, Master’s, and Bachelor’s students, each contributing to a challenging aspect of developing a new computing paradigm based on thermodynamic computing with coupled oscillatory neural networks.