Output Filtering Architecture for Production LLMs: Semantic Classifiers, Regex Guards, and LLM-as-Judge

A deep-dive into layered output filtering for production LLMs — combining semantic classifiers, regex scrubbing, and LLM-as-judge techniques to catch harmful, policy-violating, and hallucinated content before it reaches users or downstream systems.