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    Tag: Model Ingestion Security

    Sep 21
    18 min read
    Zero-Knowledge Output Masking: Quantifying Automated In-Line PII Redaction Precision Before Model Ingestion

    In enterprise artificial intelligence deployments, data privacy cannot be treated as a downstream, post-hoc sanitization task. While substantial engineering focus is typically dedicated to output guardrails and egress filtering, the most critical privacy boundary in enterprise autonomous systems exists at the ingestion frontier: the exact boundary where raw enterprise data transitions into the input context […]