The aim of this study is to establish a support method that guides struggling learners toward success by estimating their level of understanding and intent from learning logs. Taking programming exercises as the context, we will develop a framework that, like a teacher, goes beyond simply providing answers and instead promotes deeper understanding, and evaluate its effectiveness in actual classroom settings.