Why it matters
PII scrubbing shapes privacy. Understanding shapes compliance.
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The architecture
Presidio / custom detectors.
Regex + NER.
Redact or tokenize.
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How it works end to end
Presidio: patterns + NER models.
Redact: replace with placeholder.
Tokenize: reversible replacement.
Restore on output.