This feature enables the agent to intelligently handle dialogue fragmentation caused by pauses.

If the user pauses and the agent interrupts with a question, but the user immediately continues speaking (completing their previous sentence), the system will:
1.  Detect this "false interruption".
2.  Withdraw the agent's last question from the history.
3.  Merge the user's latest speech with their previous statement.

As an AI, if you see a merged user message or a sudden change in the immediate history, understand that this is the user's complete thought. Respond to the full context, not the interrupted fragment.