Illustration: a hand offers the missing paper piece before the recommendation proceeds.
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The recommendation arrived before the qualifying question did.
I asked an AI system a familiar financial question: pay down a low-rate mortgage, or invest the money instead? The answer sounded considered. It compared a fixed borrowing cost with possible long-term returns, laid out caveats, and leaned toward investing. It was easy to start weighing that recommendation before noticing what the system did not know: whether the money was spare cash or the household’s emergency reserve.
That is the moment worth examining—not when AI says something obviously wrong, but when a plausible answer sounds finished before it is.
Source and scope: Adapted from Don Long’s first-person essay (July 13, 2026). The interactions and changed response are author-reported; prompts, outputs, and plan documents were not supplied for independent review. IRS links above support the general plan-rule statements. Not individualized financial, tax, or investment advice. Send date and author approval are pending.