Support students with progress signals

What instructors should use

• Enrollment and course progress.
• Assessment outcomes and practice patterns available to the instructor.
• Students who may need encouragement or clarification.
• Course sections that are creating repeated difficulty.

Personalized learning boundaries

Students should know when personalization is active. Instructors need actionable learning signals, but they do not need unrestricted access to private AI conversations or personal notes.