Same student. Two tutors. One can teach a wrong answer — the other structurally cannot.
Generic AI tutors run an unconstrained language model: on a subtly wrong premise they confidently affirm the error. The Precision Mastery Engine binds every diagnosis to validated knowledge and checks the chemistry against a deterministic oracle — a wrong claim is blocked before any student sees it, and only an author-verified fix is served. Run the same sentence through both.
A student's reasoning
No key: the generic side shows a representative answer. Add a key for a live unconstrained call.
⚠ Generic AI tutor (unconstrained)not verified
Run a comparison to see how an unconstrained tutor responds.
✓ Glass-box engineverified before served
The real engine gates run here — bind to validated knowledge, verify the chemistry.