Training Data Provenance: Griffin AI vs Mythos
Training data is a supply chain component. Knowing what went into a model is the precondition for knowing what could come out of it. Few tools track this; the few that do matter disproportionately.
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.
Training data is a supply chain component. Knowing what went into a model is the precondition for knowing what could come out of it. Few tools track this; the few that do matter disproportionately.
Long-lived signing keys are operational debt that every security team eventually pays down the hard way. Keyless signing is not an experiment anymore — it is the mainstream design.
By end of 2025, Trusted Publishing landed on PyPI, RubyGems, npm, crates.io, and NuGet. PyPI alone crossed one million Trusted-Publisher uploads. Here is the defender view of the cross-ecosystem rollout.
Multi-modal models bring image, audio, and video into the AI supply chain. Each modality introduces provenance and integrity challenges that text-only pipelines never had to face.
A practical blueprint for reaching SLSA Level 3 in 2026: hosted builders, provenance generation, verification gates, and the operational habits that hold the line.
Model weights are binaries with the privilege of code and the review of documents. Here is what signing, attestation, and provenance should actually look like.
Weight-level tampering leaves cryptographic and statistical fingerprints. Here is what current research says about detecting a modified checkpoint before it reaches inference.
A practical look at npm provenance in 2026: what statements prove, how to publish them from CI, and where they quietly fail when teams treat them as magic.
When AI writes code that ships to production, the audit trail is a compliance requirement, not a nice-to-have. Patterns for capturing it without killing velocity.
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