What does Nondeterministic outputs create unreliable research, wasted computational resources, and inability to verify A

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Nondeterministic outputs create unreliable research, wasted computational resources, and inability to verify AI claims, blocking scientific progress and commercial deployment. Temperature 0 sampling still produces variable outputs GPU floating-point non-associativity breaks mathematical consistency Parallel execution order creates cascading numerical differences Temperature 0 doesn't guarantee reproducible LLM outputs

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LLM Inference Fails Reproducibility Even at Zero Temperature