Why ChatGPT will silently lie about your bank statement (and how to catch it)

Modern LLMs are excellent at looking right - and for bank-statement extraction, looking right is the failure mode you cannot catch by eye. Here's the 20 lines of Python that separate a plausible answer from a reconciled one.