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# Hardware Fault Resilience

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  1. arXiv

    A flipped bit no longer just ruins one generation: agents repair malformed calls, but output tokens rise 38%

    Injecting random two-bit weight faults into agent executions turns model-level corruption into system-level outcomes: agents recover from malformed tool calls and still finish tasks, yet faulted runs raise mean output tokens by 38.0%, and some faults shift security and alignment behavior.

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