2. The system of claim 1 , wherein the action is a clarification action.
2. The system of claim 1 , wherein the action is a clarification action. 3. The system of claim 2 , wherein the clarification action includes at least one of asking user to repeat utterance, note a recognition of a users hesitation and try again, note a reception of a noise and inquire, getting the users intention, apologizing for an interruption and forgoing the action, engage troubleshooting regarding the clarification action.