A 30-day, knowledge-tracing-grounded simulated learner benchmark for tutoring agents finds that no base model or harness alone determines quality and that almost all tested combinations plateau within days.
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EduClaw-Bench: A Long-Horizon Benchmark for Pedagogical LLM Agents with Simulated Learners
A 30-day, knowledge-tracing-grounded simulated learner benchmark for tutoring agents finds that no base model or harness alone determines quality and that almost all tested combinations plateau within days.