A multi-turn interaction consists of multiple sequential exchanges — user messages and model responses, or inter-agent messages — where each turn builds on the accumulated context of previous turns. Multi-turn is the default mode for conversational agents and chat interfaces, and it introduces challenges around context window management, topic drift, and coherence over long conversations. Effective multi-turn systems maintain a coherent understanding of the user's evolving intent across many exchanges.