Personalization, Feedback, and Data
Guidance improves when it adapts to choices. Branching paths, targeted hints, and tailored remediations keep learners challenged but not overwhelmed. Lightweight analytics surface patterns, suggesting next microlessons and revealing which conversational moves—clarifying, reframing, pausing—produce better outcomes across teams and roles.