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Each maintenance button (ML backfill, centroid recompute → ml queue; thumbnail backfill → thumbnail queue) now shows a status bar with the live pending count for its Celery queue, so the operator can see work is already queued/running before re-triggering and piling on. MaintenancePanel polls /api/system/activity/queues every 4s; QueueStatusBar reads the depth and turns warning-colored when the queue is busy. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>