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Temperature 0 Isn't Deterministic: Batch Invariance in LLM Inference

My snapshot test had one job: send a fixed prompt at temperature=0 , compare the answer to a saved string, fail on any diff. It passed on my laptop every time. In CI it failed on some runs and not others. Same prompt, same model, same seed, same everything. I spent an afternoon hunting a race condi…

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  1. 2026-09-23 17:25 · DEV Community — Machine Learning
    Temperature 0 Isn't Deterministic: Batch Invariance in LLM Inference

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