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LLM security may be mathematically impossible, new proof suggests

By PulseAugur Editorial · [1 sources] ·

A new theoretical proof suggests that achieving perfect security for Large Language Models (LLMs) may be mathematically impossible. This proof draws parallels with Gödel's incompleteness theorems, indicating fundamental limitations in ensuring complete security for these AI systems. The implications suggest that ongoing efforts in LLM security will likely face inherent mathematical barriers. AI

IMPACT Suggests inherent mathematical limitations in LLM security, potentially impacting future development and deployment strategies.

RANK_REASON The cluster discusses a theoretical proof related to AI security, which falls under research. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Mastodon — fosstodon.org →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

LLM security may be mathematically impossible, new proof suggests

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22 / 100
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The cluster discusses a theoretical proof related to AI security, which falls under research. [lever_c_demoted from research: ic=1 ai=1.0]
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Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
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safety, paper
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High
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Breaking (< 6h)
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COVERAGE [1]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    What if perfect LLM security is mathematically impossible? A new proof based on Gödel's incompleteness theorems says that's exactly the problem. https://www. co

    What if perfect LLM security is mathematically impossible? A new proof based on Gödel's incompleteness theorems says that's exactly the problem. https://www. conferencesthatwork.com/index. php/technology/2026/07/godel-llm-security # AI # CyberSecurity # LLM # SoftwareEngineering

    LINKS conferencesthatwork.com/…/godel-llm-secur…

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