How Arkentec-SHULA Keeps AI Tutoring 100% Grounded in Your Course
A deep look at the retrieval, ranking, and verification pipeline that prevents hallucinations and keeps every answer tied to the instructor's own material.
Notes from the team building Arkentec-SHULA — on grounded AI, data protection, integrations, and pedagogy for higher education.
A deep look at the retrieval, ranking, and verification pipeline that prevents hallucinations and keeps every answer tied to the instructor's own material.
LLMs are notoriously bad at arithmetic. Here's how Arkentec-SHULA pairs language understanding with a dedicated computation engine for exact results.
Course materials are the product of years of academic work. Arkentec-SHULA processes them locally and never feeds them into model training.
How Arkentec-SHULA plugs into Moodle, Canvas, and Blackboard via LTI 1.3 — including Deep Linking and gradebook handoff.
Different learning goals need different tutoring styles. Arkentec-SHULA lets instructors switch modes per course, chapter, or assignment.
Real-time signals on what students are mastering, where they're stuck, and who needs help before the next exam.