Intelligent machines that not only think for themselves but also actively learn are the vision of researchers who have been co-ordinating the European Union research project “Brain-i-Nets” (Novel Brain Inspired Learning Paradigms for Large-Scale Neuronal Networks). The scientists want to design a new generation of neuro-computers based on the principles of calculation and learning mechanisms found in the brain, and at the same time gain new knowledge about the brain’s learning mechanisms.