
News Feeds API Workflows: Deduplication, Corrections, and Attribution
Design a newsroom-friendly feed workflow that preserves publisher identity, handles revised stories, and separates clustering from certainty.
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Sources, corrections, and editorial decisions.
A useful publishing workflow preserves the relationships around a story, not just its headline. This collection focuses on source attribution, changing versions, and the difference between a useful reading queue and an asserted account of events. Start with the news workflow guide to separate duplicate detection from story clustering. Then follow its related reading into RSS parsing and AI enrichment when your project needs a format adapter or an assisted editorial layer. Before choosing ranking rules, write down who will act on the queue and what they need to know about every entry. A research reader may need the original source and a correction notice more than a confidently worded summary. A newsroom may need a publication hold to override any relevance score. Design those editorial decisions explicitly and keep the source evidence within reach.

Design a newsroom-friendly feed workflow that preserves publisher identity, handles revised stories, and separates clustering from certainty.