Enhancing AI Tutoring in Automata and Python: A Research Overview

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The presentation introduces MentorX AI System, a Socratic AI focussed on enhancing term work through effective model and pipeline development. It evaluates the base model, recognising its limitations in Socratic flow and pedagogical value. Challenges in model fine-tuning include fragmented dialogue and inconsistent behaviour. A modular pipeline architecture is established, emulating classroom behaviours with heuristic scoring. Profiles are redefined using educational psychology, clarifying...