Ask First, Test on Demand: A Deference-Gated Socratic Agent Design

This paper presents a Socratic Agent: a small, auditable tutoring model that foregrounds the learner’s using a loop Elicit → Structure → Test → Summarize.

November 2025 · J. Carlos Urteaga-Reyesvera