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Your PII redactor is not a secrets filter — and your LLM prompts are full of secrets

This story is from 2026-10-23. It is preserved in the archive; the latest stories are on the live feed.

If you ship an LLM feature, you probably put a redaction layer in front of the model to strip sensitive data. Good. There's already solid, independent work measuring how well these tools catch PII — academic benchmarks like LeakageBench and REDACT, vendor comparisons on datasets like ai4privacy. If…

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  1. 2026-10-23 12:33 · DEV Community — Machine Learning
    Your PII redactor is not a secrets filter — and your LLM prompts are full of secrets

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