reproducibility
Safeguard articles tagged "reproducibility" — guides, analysis, and best practices for software supply chain and application security.
5 articles
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.
dotnet restore Reproducibility Concerns
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.
The Reproducibility Crisis In AI Security Evals
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.
Bundler Lockfile Security Practices
How to use Gemfile.lock as a real security artifact: checksums, frozen mode, reproducible resolves, and what changed in Bundler 2.5's expanded lockfile format.
Bazel Hermetic Builds: Supply Chain Benefits
How Bazel's hermeticity model reduces supply chain risk, with concrete WORKSPACE and MODULE.bazel examples from real migrations.
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