ITAS is a multi-agent LLM tutoring architecture with teaching, operational, and feedback layers that was piloted in a university course, handling student interactions and providing instructor insights without task-boundary hallucinations.
Programming pluralism: Using learning analytics to detect patterns in the learning of computer programming,
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2representative citing papers
ITAS, a multi-agent tutoring system with quantum-specialized LLM agents, cloud infrastructure, and analytics, was deployed in a real quantum computing course and provided evidence that agent specialization improves reliability while surfacing curriculum gaps.
citing papers explorer
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ITAS: A Multi-Agent Architecture for LLM-Based Intelligent Tutoring
ITAS is a multi-agent LLM tutoring architecture with teaching, operational, and feedback layers that was piloted in a university course, handling student interactions and providing instructor insights without task-boundary hallucinations.
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From Prototype to Classroom: An Intelligent Tutoring System for Quantum Education
ITAS, a multi-agent tutoring system with quantum-specialized LLM agents, cloud infrastructure, and analytics, was deployed in a real quantum computing course and provided evidence that agent specialization improves reliability while surfacing curriculum gaps.