Arabic, English and Hebrew, collected and enriched by a worker with a queue per stage. The same 6 stages as everything else in this series, except a shift depends on them being up.
Tag: Monitoring
2026
The same 6 stages as a one-file watcher, except every one of them has grown into a component: continuous collection, cross-posting detection, machine translation, an AI pass, a map and a dashboard.
Poll a source every 15 minutes, hash the path for a stable ID, keep the state in SQLite, archive what you find, say one thing in a chat channel. Six stages, no platform.