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Notes on trust & safety at scale

Practical writing on content moderation, AI escalation, and building moderation pipelines your team can own.

Engineering Jun 12, 2026

Concurrent moderation without duplicates

How ModPilot uses Kafka consumer groups and Redis to hand every moderator a unique item from the pending-review queue, with no race conditions.
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