LLM Content Safety in Production: Reducing Over-Moderation with Layered Detection, Threshold Gray-Scaling, and Human Review
A practical guide to building a production-grade content moderation system for LLM apps. Covers input/output/tool-result detection, threshold gray-scaling, false-positive reduction loops, audit logging, and rollout gating to balance safety and user experience.