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NIST mathematical proof shows AI guardrails can never be fully secure against all prompts

By

Mirko Zorz

10h ago· 4 min readenNews

Summary

A new mathematical proof published by NIST scientist Apostol Vassilev in IEEE Security & Privacy demonstrates that AI guardrails can never be completely secure against all attacks. Rooted in Gödel's logic, the proof shows that for any finite set of guardrails, there will always be a prompt that can bypass them. This suggests that instead of relying solely on guardrails, AI systems require continuous monitoring and adaptive security measures to mitigate risks.

Key quotes

· 2 pulled
A new mathematical proof sets a limit on how secure those guardrails can ever be.
It demonstrates that for any finite set of guardrails...
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A new NIST proof rooted in Gödel's logic shows AI guardrails can never block every attack, pointing toward continuous monitoring.

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