Dream Machines shares empirical results from fine-tuning Physical Intelligence's π0.5 vision-language-action model on a real manufacturing task: transferring actuators from cardboard boxes into trays using a bimanual robot. The study documents findings from tuning on data collected from a German manufacturer, providing practical recommendations for parameter adjustment and data collection to help others deploy the model effectively.