Detail 3 of 3 from the same offline Python email prototype, built with AI assistance using synthetic messages. Five of the eight sample inputs are separated for review: ambiguous intent, unknown intent, a missing order number, repeated order values and a Reply-To mismatch. The JSON queue records each source, reason, detected intent and available fields. Missing or conflicting order numbers are not guessed.