The problem
Crypto news breaks in English and gets rewritten by a dozen aggregators. An Arabic outlet either publishes late or publishes the same story twice.

Crypto news breaks in English and gets rewritten by a dozen aggregators. An Arabic outlet either publishes late or publishes the same story twice.
An n8n pipeline that pulls sources, runs duplicate detection against what has already been published, and drafts Arabic copy in the outlet's editorial voice. Deduplication was the hard part: the same story arrives under rewritten headlines.
Editorial output without a full-time desk.