This study compares AI-assisted and corpus-based revision in a first-year Japanese university writing course. Using engagement and uptake frameworks, it analyzes revision depth, metacognitive reflection, and longitudinal writing development. The study examines how different feedback modes shape the quality and durability of learner engagement in L2 writing.