Check a claim against a real source

Last lesson's existence check catches the invented court case; this lesson handles the claim that survives the search, because ten agreeing pages feel like proof and might be one wrong number copied nine times. The move you walk out with: follow a claim down the chain, from the AI's answer through the search to the page the fact came from, and on to whoever stands behind that page, until you reach a source that can carry it: identifiable, in a position to know, saying the claim itself, losing something if it's wrong. This week that's the difference between believing what an AI says about your summer job's tax and knowing what Vero's own page says, which tends to be slightly different in the ways that decide what lands on your payslip. School checks whether you cited a source, and the internet trained you to count agreement; the question of who answers for a page sits in neither habit, which is why you don't have this move already. It takes about five minutes per claim, and you only spend it on claims that touch your money, your rights, or your plans, which is exactly where an AI's paraphrase habit costs the most.

Ten pages agree with a claim. What does the count measure?: How well the claim spread. One wrong figure copied nine times produces the same results page as ten independent checks.
What does it mean for a source to carry a claim?: It answers for the claim: it says the claim itself, in context, it's in a position to know, and being wrong costs it something.
What does "position to know" mean?: The fact lives with the source: it wrote the rule, ran the study, keeps the records, collects the tax.
Why do a club's own minutes beat a national newspaper on the club's fee?: The fee exists in the club's decision, and the paper reports it from a distance. Carrying tracks position to know, and brand size adds none.
A second AI confirms the first one's claim. What did you gain?: A second prediction from overlapping training text. Confirmation needs something that can be wrong separately.
A news article backs a claim with "a recent study." Where does the claim stand?: Pointed at, still uncarried. A study without a name can't be followed or judged.
What is Wikipedia's job when you check a claim?: The map. Its footnote points at the page that can carry the claim, and that page is the destination.
The institution's page states your claim slightly differently from the AI. Which wording do you keep?: The page's, conditions included. The institution acts on its own wording, and the AI produced a paraphrase from memory.
The right institution's page covers your topic but never states your claim. Status?: Unconfirmed. On-topic is weaker than said, so keep searching the site before concluding anything.

Your AI says a shop can schedule a 17-year-old alone for the closing shift. You search it, and the first ten results agree with the AI. What do you know now?: The claim spread well; how many of the ten found the fact themselves is still unknown
Your AI tells you workers under 18 get longer rest breaks than adult workers, and you want to hold your café job to that. Which of these can carry the claim?: The text of the Young Workers' Act, or tyosuojelu.fi's page stating the rule
A news article backs the AI's claim with "according to a recent study." Where does the claim stand?: Pointed at, without a source you can reach: until the study has a name you can follow, the claim stands uncarried
To be safe, you paste the claim into a different company's AI, and it confirms the first one. What did you add?: A second prediction drawn from overlapping training text, so the agreement mostly restates what the internet already said
The claim shows up in a Wikipedia article, with a footnote. What's the strongest use of that page?: Open the footnote and judge the page it points to
Your AI says tax withheld from your summer pay "comes back automatically at the end of the year." Vero's page says overwithheld tax is refunded after your tax assessment finishes, the following year, on the date shown in your tax decision. Your friend backs the AI: it was trained recently, and government sites lag. Which version do you keep?: Vero's, for a reason that generalizes: the institution's own operations run on that page, so it changes when the rule changes and carries a date you can read, and a model's memory does neither
Your gym belongs to a national chain, and you want to know what pausing your membership for the summer costs at your gym. Which source carries that?: Your own gym's contract terms, the ones you signed, or its posted price list
You reach tyosuojelu.fi's page on young workers, the right institution and the right topic, and read it top to bottom. The claim your AI made about late shifts appears nowhere on it. What's the claim's status?: Unconfirmed, a page being about the topic is weaker than the page saying the claim, so search the site's other pages before concluding anything