Large Language Model

A tutoring agent design that uses an ask-first, test-on-demand loop to foreground learner reasoning while evaluating hypotheses with controlled tools.

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