Artificial intelligence and agents -- Agent architectures and hierarchical control -- States and searching -- Features and constraints -- Propositions and inference -- Reasoning under uncertainty -- Learning: overview and supervised learning -- Planning with certainty -- Planning under uncertainty -- Multiagent systems -- Beyond supervised learning --Individuals and relations -- Ontologies and knowledge-based systems -- Relational planning, learning and probabilistic reasoning -- Retrospect and prospect -- Mathematical preliminaries and notation