Output Filtering Architecture for Production LLMs: A Defense Engineer's Blueprint

How to architect a multi-layer output filtering pipeline for production LLMs — covering deterministic guards, ML classifiers, schema validation, and async sequencing patterns to minimize latency while maximizing coverage.