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.
CWE-502 deserialisation chains are the canonical stress test for AI bug hunters. Why Griffin AI's grounded synthesis finds real chains and Mythos-class scanners hallucinate them.
A shrinking triage queue is the clearest sign a security programme is working. We explain why Griffin AI shrinks queues and Mythos-class tools grow them.
Fine-tuning an open-weight model sounds like a shortcut to a custom SecOps copilot. In practice, it is one step of a much longer journey.
Two specialist platforms that converged into CNAPP from different starting points. Container provenance, runtime forensics, eBPF coverage, and the cases where each tool earns its keep.
Asset management AI turns a stale spreadsheet of assets into a living, correlated inventory. Here is what it actually does for security teams and where it falls short.
Nearly every security vendor now claims to be an ai security company — here's how to tell genuine AI-powered security from a rebadged feature, and what to actually evaluate before you buy.
The build-it-yourself era of supply chain security is ending. The full-stack vendor era has not arrived. The right architecture in 2026 is hybrid — and the decisions are different than they look.
An anonymized account of how a US defense prime deployed Safeguard in an IL7 classified environment supporting a DoD mission system.
Deploy the Safeguard admission controller to block images with unresolved critical vulnerabilities before they run in your cluster.
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