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Gödel's theorems imply perfect LLM security is mathematically impossible · 4 sources tracked

A new proof suggests that achieving perfect security for Large Language Models (LLMs) may be mathematically impossible. This conclusion is drawn from an application of Gödel's incompleteness theorems, which have profound implications for the field of AI security and software engineering. AI

IMPACT Suggests fundamental limitations in securing LLMs, potentially shifting focus from perfect security to robust risk management.

RANK_REASON The cluster discusses a new proof applying theoretical computer science concepts to AI security, which falls under research.

Read on Mastodon — sigmoid.social →

AI-generated summary · Google Gemini · from 7 sources. How we write summaries →

Gödel's theorems imply perfect LLM security is mathematically impossible · 4 sources tracked

How we ranked this

Signal score
0 / 100
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Newsworthiness bucket
Research
The cluster discusses a new proof applying theoretical computer science concepts to AI security, which falls under research.
Source corroboration
7 independent sources
Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics
paper, safety
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
56 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.
Coverage growth since scoring
+3 source(s) since last score
New sources have picked up this story since our last re-score. Score will update on the next scoring pass.

Full methodology in our editorial standards.

COVERAGE [7]

  1. Mastodon — sigmoid.social 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. # AI # CyberSec

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

  2. 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. # AI # CyberSec

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

  3. 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. # AI # CyberSec

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

  4. 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 …

  5. 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 # newpost # AI # CyberSecurity # LLM # SoftwareEn…

  6. 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

  7. 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. # newpost # AI

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