AI Agent Multi Turn Conversation 2026

The Agent chatted for three rounds and forgot the user's name, forcing the user to repeat it. Poor multi-turn dialogue management makes the Agent feel like a moron to use.

💡 What You Will Learn

The Agent chatted for three rounds and forgot the user's name, forcing the user to repeat it. Poor multi-turn dialogue management makes the Agent feel like a moron to use.

memory = {
    "user_name": "",
    "preferences": {"tone": ""},
    "context": {"current_project": "Agent"},
    "history_summary": "..."
}

Summary

# 5Conversation
if len(chat_history) >= 5:
    summary = llm.summarize(chat_history)
    chat_history = [summary]  # 
    context_memory.update(extract_key_info(summary))