Published December 23, 2025 | Version v1
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Fundamental Determinism of Neural Networks and Security

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The article proposes viewing AI safety as an engineering process,
emphasizing that neural networks should be deterministic under fixed
inputs, weights, and execution conditions. Any observed variability is
considered a defect in hardware, software, or algorithms, highlighting
the need for strict control and reproducibility in AI systems.

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