Fully personalized tutoring for real courses
Tutor1on1
Tutor1on1 adapts each session to the student's current progress, gives targeted guidance and practice, records mistakes for review, and builds confidence through visible progress.
Personal learning loop
Every student gets guidance that follows their own progress.
Teachers provide the course path
Course bundles keep lectures, questions, review prompts, and version metadata together.
The tutor adjusts inside the path
Learn and review sessions use the student's answers, progress, and mistakes to choose the next step.
Students see progress and wins
Correct work, recovered mistakes, and completed review steps become visible progress instead of hidden effort.
For teachers
Publish once, personalize continuously.
Prepare course versions, upload validated bundles, approve enrollments, and review each student's progress and mistake patterns.
For students
Study with guidance that fits.
Browse the catalog, request enrollment, download approved bundles, and receive practice that follows your pace and weak spots.
For continuity
Turn mistakes into the next lesson.
Sync enrollment state, session history, progress, and mistake-book signals so review stays targeted.
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