Constitutes the proceedings of the 31st Annual German Conference on Artificial Intelligence, KI 2008, held in Kaiserslautern, Germany, September 2008. This book presents papers that cover important areas such as pattern recognition, multi-agent systems, machine learning, natural language processing, constraint reasoning, & temporal reasoning.