The short answer
Readers get a clear mental model for provenance, integrity, identity, editing history, and factual verification.
The decision standard is simple: preserve the source, state the limits, and make the next human check obvious. A useful article should reduce uncertainty without pretending that every unknown has been resolved.
What to examine
A cryptographically bound credential can show that provenance assertions have not been altered and that a known signer made them. It cannot independently decide whether the signer was honest or the depicted event was staged.
Start with scope. Identify the product, account, audience, jurisdiction, data, and decision involved. Then separate what was directly observed from what a vendor, researcher, regulator, or commentator says. Record dates because AI products, access rules, and prices change quickly.
Do not label content fake solely because credentials are absent, or authentic solely because credentials validate.
A practical way to do it
- Separate file integrity from signer identity and asserted history.
- Check whether the credential chain is complete and relevant to the current file.
- Verify the event, people, place, and claim through independent reporting.
Keep the worksheet or test record with the draft. If another editor cannot reproduce the check from the saved evidence, the article is not ready.
Editorial guardrail
Do not fill a missing fact with a plausible sentence. Mark it as unknown, find a stronger source, narrow the claim, or remove it. Commentary belongs in a clearly labeled paragraph after the reported facts, not inside them.
Primary-source reading list
These are starting points, not automatic support for every sentence. The publishing editor must open each cited page and confirm the claim it supports on the day of review.
Bottom line
Readers get a clear mental model for provenance, integrity, identity, editing history, and factual verification.