Aug 2026
Bridging the Trust Gap: A Hybrid Intuitive-Rational Architecture for Certified University Assistants
A proof-of-concept neuro-symbolic architecture for “certified” academic advising that shows how an LLM-based university assistant can be connected to an auditable and reproducible symbolic layer, while preserving a clear separation between linguistic interaction and formal regulatory reasoning.
Giovanni Pilato, Mustafa Sert
· International Journal of Sem... · 0 citations