The short answer
Readers get the scam pattern, target, pressure tactic, verification step, recovery resource, and source—without sensational replay of harmful material.
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
This desk turns official alerts and verified incidents into actions readers can take: pause, verify through a known channel, protect accounts, report, and help affected people.
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 amplify unverified clips, expose victims, or teach operational details that make abuse easier. Incident counts and losses need dated sources.
A practical way to do it
- Start with regulator, law-enforcement, or affected-organization notices.
- Explain the verification process instead of promising perfect detection.
- Link reporting and recovery resources appropriate to the audience.
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 the scam pattern, target, pressure tactic, verification step, recovery resource, and source—without sensational replay of harmful material.