The fourth Intercontinental Academia (ICA4) "Intelligence and artificial intelligence" (2020-2021) identified four thematic priorities for future AI research: (1) developing an ontology of AI systems to assess their agency in performing cognitive and behavioural tasks; (2) addressing the challenges of human-artificial agent interaction (H2AI); (3) clarifying the values used by artificial agents and determine their legal status in society; and (4) regulating artificial intelligent agents (AIAs) with appropriate certifications to safeguard human agency and well-being. These priorities require research programmes and funding schemes that involve scientists with complementary perspectives and methodological approaches (neuroscience, computer science, mathematics, engineering, humanities and social sciences).