Building a Content Safety Layer That Isn't Useless - DEV Community
Why a borrowed threshold is worthless, the confusion-matrix maths a safety layer lives by, and a threshold-sweep harness to run against your own labelled set.
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AI Safety is a Systems Problem: Building a 4-Layer Runtime Defense - DEV Community