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李成斐
李成斐

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AI Privacy Gateway: Strip PII from AI Prompts Before They Leave Your Machine

AI Privacy Gateway

A practical guide to keeping your sensitive data out of AI prompts.

Why it matters

Every prompt you send to a cloud LLM contains potentially sensitive information. A privacy gateway sits between you and the model, stripping PII before anything leaves your machine.

How it works

  1. Intercept — the gateway captures outgoing prompts
  2. Detect — PII detectors identify emails, phones, addresses, keys
  3. Redact — sensitive tokens are replaced with placeholders
  4. Forward — the sanitized prompt goes to the model
  5. Restore — the response is rehydrated with original values

Key benefits

  • Local-first — processing happens on your device
  • Zero-knowledge — providers never see your data
  • Drop-in — works with any OpenAI-compatible endpoint

Try it

The full implementation is available as an open-source project with a CLI, a local gateway daemon, and MCP integration for AI agents.

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