D professionals lies in diagnosing problems, understanding learners, applying learning science, testing assumptions and remaining accountable. Ultimately, the podcast positions the future of AI in learning as a model of hybrid intelligence, where AI supports speed and scale, while skilled humans provide context, empathy, creativity, ethics and professional judgement.