A study tutor that answers from a student's own course files and cites the page it used. The citation gate is deterministic: a citation is rejected unless the cited page is indexed, is in range, and contains the quoted text verbatim.

The ingest pipeline grades scanned pages by how trustworthy their extracted text is and escalates only the low-confidence ones to a vision model.