The TutorMoments dataset evaluates whether AI tutors correctly identify when students need hints versus independent struggle. Researchers tested if models can detect these critical learning moments. The findings suggest current LLMs often over-assist, hindering the productive struggle necessary for mastery. This gap highlights a need for better pedagogical alignment in educational agents.