This collection of over 40 milestone contributions presents the latest state-of-the art research emerging from one of the worlds foremost centers for Artificial Intelligence. The topics range from immediately applicable, demonstrated advances to theoretical proposals. They include robotics, vision, natural language, learning and commonsense problem solving, model-based reasoning systems, engineering problem solving, programmer's apprentice, mixed...