Artificial intelligence and algorithmic decision-making causes new (technological) challenges for the normative environment around the globe. Fundamental legal principles (such as non-discrimination, human rights, transparency) need to be strengthened by regulatory interventions. The contribution pleads for a combination of regulatory models (hard law and soft law); based on this assessment, the recent European legislative initiatives are analyzed.