We created an artificial intelligence platform MENTAL to evolve learner agents that learn fast and naturally, like humans do. The agents become experts for a certain learning domain. After that, they can learn new categories within this domain by looking only at a few examples. Often, just one example is enough. Moreover, agents generalize these learning skills to a healthy degree outside the domain on which they have been trained.