Integrated Learning School introduced a heutagogical program for students aged 13–19, promoting learner autonomy supported by AI. Initial observations showed students preferred structured pathways out of uncertainty rather than true choice. A teacher’s intervention helped students reflect on their decision-making, leading to a deeper understanding of autonomy and learning environment.