AINeutralarXiv – CS AI · 7h ago6/10
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The Architecture of Errors: From Universal Impossibility to Patch-Local LLM Reliability
Researchers formalize a theoretical framework distinguishing between universal LLM reliability (impossible across unbounded domains) and patch-local reliability (achievable within operationally bounded systems). The work proposes that deployed AI systems can achieve practical reliability by focusing on recurring failure modes within specific contexts rather than attempting universal solutions.