One focused session.
The questions that mattered.
Not an open-ended chatbot. Deep Practice brings up to ten questions the student got wrong into one 15–20 min voice session on a shared whiteboard. It guides the student to each fix, then writes the result back to their learning profile.

From a wrong answer last night to a fixed concept by tomorrow.
The session has a beginning and an end. It starts where the mistakes already are, and finishes by writing what it learned back into the map.
Questions the student got wrong in homework, collected and tagged to their knowledge points — with up to ten brought into the session.
A shared whiteboard, talked through out loud — not a video to watch.
The student explains; the AI tutor questions and responds. They work through the problem until the student reaches the fix. One-to-one guidance, not one-way playback.
What moved and what's still shaky, written back into the student's learning profile.
A chatbot opens blank. This one already knows where you're stuck.
Same screen, two different things underneath. One starts from nothing every time. The other starts from everything it already knows about this student.
It doesn't just answer.
It works out how to teach you.
Behind the conversation, a mind is deciding how to teach you — when to ask, when to push, whether you've really got it.
The session ends. The profile doesn't.
A 15–20 minute voice session becomes a lasting update to the student's learning profile.

Not a chatbot that just answers.
A tutor you talk with — that knows how to teach.
A real two-way conversation by voice on a shared whiteboard — with a mind behind every line, working out how to teach you, not just what to answer.
