https://cognaptus.com/tags/numpy/ Recent content in NumPy on Cognaptus Hugo -- 0.145.0 en-us Thu, 08 Oct 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-10-08-same-state-different-stream-why-reproducible-ai-needs-more-than-a-seed/ Thu, 08 Oct 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-10-08-same-state-different-stream-why-reproducible-ai-needs-more-than-a-seed/ Cross-library reproducibility can fail even when the same PRNG state is restored, making randomness implementation details part of the ML reproducibility contract.