AI RESEARCH
Latency and Cost of Multi-Agent Intelligent Tutoring at Scale
arXiv CS.LG
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ArXi:2604.24110v1 Announce Type: cross Multi-agent LLM tutoring systems improve response quality through agent specialization, but each student query triggers several concurrent API calls whose latencies compound through a parallel-phase maximum effect that single-agent systems do not face.