Editorial Algorithm Simulator
Personalized News Curation & Fatigue Filter
Simulate real-time story matching, deduplication penalties, and serendipity discovery
Export Digest (MD)
Export State (JSON)
Scoring & Candidate Ranking
4 Candidates
Top Story Score
0.912
Selected for Edition
3 stories
Curated For You
The Morning Briefing · Personal Edition
Personalized Algorithm
Digest Exported Successfully
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