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Field note · Everyday AI
Published July 2, 2026 · Vita Indarra
Short answer: You don't need to fact-check everything an AI says — only what you're about to act on. For those claims, one of three 30-second checks catches most invented answers: open the source, find one independent confirmation, or ask again cold and see if the answer holds.
Most of what you do with AI is low-stakes: brainstorming, rewording, summarizing a document you gave it. Checking all of that would make the tool useless. The line is simple — the moment an answer is about to leave your hands or move your money, it graduates from draft to claim. A name you'll repeat in a meeting. A number going into a report. A dosage, a deadline, a law, a price, a quote, a citation. Recent events. Anything obscure. Those get checked. Everything else can stay a draft.
Pick whichever is fastest for the claim in front of you. Each one defeats a different way AI answers go wrong:
Within one conversation, a model works hard to stay consistent with what it already told you — including its own mistakes. Ask "are you sure?" in the same chat and it will often defend the invention politely and fluently. That's not verification; that's the same witness repeating themselves. A cold re-ask breaks that loop. And even then, remember what you've tested: consistency, not truth. The model agreeing with itself twice is still one source.
Some decisions don't get the 30-second treatment because they don't get delegated at all. Don't let AI have the final word on anything you can't undo. Health and medication, legal filings, moving money, anything safety-related: a human decides, with a real source open. AI can draft the question you take to the professional. It doesn't get to be the professional.
How you ask changes how often you have to verify. Three habits that reduce invented answers at the source: ask for sources in the question ("answer with citations I can check"); explicitly license uncertainty ("if you're not sure, say so — a wrong answer is worse than no answer"); and when the facts live in a document, give it the document instead of relying on its memory. None of these make checking unnecessary. They make the answers you do check fail less often.
One of three 30-second checks before you act: open the source it cites, find one independent confirmation by search, or re-ask cold in a fresh chat and watch for drift.
No. Drafts, brainstorms, and summaries of your own material are low-risk. Checkable facts you'll repeat, spend on, or decide with get checked every time.
Partially — a cold re-ask is a real consistency test, but the model shares its own blind spots. One independent source outweighs the model agreeing with itself any number of times.
Go deeper
This is one habit from a short, practical book: the five tells that an answer is invented, what to never let AI decide, how to ask so it lies to you less, and how to handle deepfakes and cloned voices — Don't Trust the Robot: how to use AI without getting fooled. Written by someone who builds these systems for a living. Live on Amazon.