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.
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.
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.
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.