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Multi-agent LLM systems can maintain sub-4-second response times even under classroom-scale concurrency, but only with the right throughput tier.
LLM-based tutors can accumulate more data about students than instructors can access, creating a "Blind Instructor Problem" that this multi-agent system tackles head-on.
Quantum education gets a boost: specialized LLM agents in a classroom setting not only improve tutoring reliability but also reveal hidden curriculum gaps.
