TutorAI has a difficulty slider from Beginner to Advanced and that makes it useful beyond casual learning
Most posts about TutorAI frame it as a tool for getting a basic introduction to something. I want to make the case for using it at the Advanced level because I think the upper end of the difficulty range is underexplored.
I have been using it to go deeper into areas adjacent to my profession rather than learning from scratch. The Personalized Learning difficulty slider set to Advanced produces course content that assumes substantial existing knowledge and goes into technical depth, derivations, edge cases, professional applications, that beginner and intermediate modes skip past.
The difference between a TutorAI advanced course on a topic and a casual introduction is significant. Advanced mode assumes I know the foundational concepts and does not spend time defining terms I already understand. It treats me as someone who needs to extend expertise rather than someone who needs to be onboarded.
The Progress Tracking that shows completed modules visually is more useful for longer advanced courses than it might seem. A course with fifteen modules on a complex technical topic takes multiple sessions to work through and having a clear record of where you are reduces the cognitive overhead of returning to it after a break.
The AI Tutor Assistance for follow-up questions within each lesson is where Advanced mode pays off most. The answers match the level of the question. Asking a technical follow-up about an advanced concept produces a technical answer rather than a simplified one.
Multi-Topic Support means the difficulty setting applies whether you are going deep on machine learning, contract law, advanced chemistry or anything else.