Why it matters
Egress filtering catches leaks. Understanding shapes output safety.
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The architecture
PII detectors: Presidio, custom.
Content classifiers.
Structure validation.
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How it works end to end
PII: Presidio, Amazon Comprehend.
Content: Llama Guard, ShieldGemma, moderation APIs.
Schema: JSON Schema.
Business rules.