AI Agents

Multi-Turn Memory Collapse: Why LLM Agents Forget Mid-Conversation

LLM agents often perform well during the first few interactions but begin forgetting important details as conversations grow longer. This phenomenon—often called multi-turn memory collapse—is usually caused by context limitations, summarization strategies, retrieval failures, or prompt design