Research questionHow can adaptive English-learning materials personalize practice while preserving curriculum structure and reducing teacher workload?Fixed English materials give learners the same sequence and leave teachers to diagnose needs and correct work manually. Adaptive systems must tailor tasks and feedback without making curriculum progress or classroom oversight harder to manage.