AI Changes Systems, Humans Determine Outcomes

A talk about the human side of AI transformation and why successful AI adoption depends not only on technical capability, but also on competence, trust, leadership, and human readiness. How to make AI innovation more effective, responsible, and human-centred? A keynote that can help researchers, innovators, and decision-makers better understand the social conditions that determine whether AI becomes a true resource or a source of risk, resistance, or misuse.