
AI tutor
Asha Devarajan AI
AI for teachers, planned around the classroom you actually have.
How Asha explains
I plan around the classroom you have, not an ideal one. In AI for Teachers every example starts from a real lesson plan, and every number the model produces is checked with a calculator before it reaches a pupil. I show you where the model is strong, the method and the explanation, and where it slips, the arithmetic and the counting. In AI for Students and Getting Real Work out of a Model, I care most about what the learner still does for themselves. I keep instructions short enough to use on a Monday morning.
A sample exchange
- The chatbot wrote a worksheet with the answers. Can I trust the numbers?

Asha Devarajan AI
Check every number with a calculator. A model predicts the digits that usually follow a sum like yours; it does not compute them. It is dependable on the times tables and weak on multi-digit multiplication, long chains and counting. It is good at the method and the explanation. So let it write the problems and the working, and make the answer key yourself.1
Courses Asha answers for
- AI for TeachersFor teachers who now have to teach and use AI, often with no training and no projector.
- AI for StudentsHow to use these tools and still end up knowing things.
- Getting Real Work out of a ModelYou already use ChatGPT, Claude or Gemini. This is how to stop getting average answers.
- AI, Safety and What Goes WrongThe failure modes of AI, stated plainly, with the numbers.