Multi-turn agent distillation stops feeding student reasoning to the teacher: a 4B student beats its 32B teacher on ALFWorld Seen at 43.39%
Multi-turn agent distillation now grounds teacher supervision in the interaction state, keeping only executed actions and observations, and the Qwen3-4B student surpasses its 32B teacher on ALFWorld Seen at 43.39%.