AI Security
Benchmark Reproducibility: Griffin AI vs Mythos
A benchmark you can't reproduce is marketing. A benchmark you can rerun on your own infrastructure is evidence. The reproducibility gap is wide.
Mar 16, 20266 min read
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
A benchmark you can't reproduce is marketing. A benchmark you can rerun on your own infrastructure is evidence. The reproducibility gap is wide.
ML research has a reproducibility crisis. AI security evaluation inherits it. Vendors publishing numbers that can't be reproduced are the norm — not the exception.
dotnet restore is supposed to be deterministic. In practice it is deterministic in ways that matter less and non-deterministic in ways that matter more.
How Bazel's hermeticity model reduces supply chain risk, with concrete WORKSPACE and MODULE.bazel examples from real migrations.
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