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Show HN: Pseudonymizing sensitive data for LLMs without losing context

https://atticsecurity.com/en/blog/why-llms-hate-fake-data-token-proxy/
3•n00pn00p•4h ago

Comments

_zer0c00l_•4h ago
I have one (at least) fundamental concern about the approach - let's say I'm building an anti-fraud system that uses AI (through API), and maybe I'm asking AI whether my user totally+fraud@gmail.com is a potential fraudster. By masking this email address I'm sabotaging my own AI prompt - the AI cannot longer reason based on the facts that 1) the email is a free public email 2) the email says 'fraud' right in your face.
n00pn00p•3h ago
Valid point, the proxy has the option to always allow domain names through. You will lose some context always I fear. It should be used sparingly when you need a frontier model but also want to send sensitive data.
stuaxo•1h ago
You can do those as a sperate prompt.

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