| 20 min | Welcome and framing: introduction to workshop goals, positioning within AIED/EDM/L@S, participant introductions | Presentation |
| 30 min | Invited Keynote | Talk |
| 45 min | Interactive Activity 1: Mapping explainability across the AI life cycle (data, modeling, interface, deployment) | Group activity |
| 15 min | Break | Discussion |
| 30 min | Plenary exchange on challenges of explainability and human agency in education | Discussion |
| 45 min | Interactive Activity 2: Designing for agency: co-design of explanation mechanisms for AI in education | Group activity |
| 20 min | Synthesis session: identifying design principles and research agenda | Discussion |
| 15 min | Closing discussion and next steps (collaboration and dissemination plans) | Discussion |