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answer: direct
beat: tech
source: 1 article · updated: October 17, 2026
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What does bitwise deterministic training mean?

Bitwise determinism means repeated runs under a fixed recipe, hardware, software and parallelism produce identical numerical states, including after checkpoint resume. It does not imply that the result will be bitwise identical across different GPUs or configurations, or that the model is high quality.

Answered in

Why Two Identical AI Training Runs Can Still Disagree

Bitwise reproducibility requires matching the full training setup and operation order, not merely reusing the same random seed.

Crashtech Editorial October 17, 2026 Tech

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