Deserialization Chains: Griffin AI vs Mythos
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.
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.
AI-for-security procurement covers more than feature comparison. The due diligence checklist that surfaces structural differences between vendors.
Why build.rs is the highest-leverage attack surface in the Rust ecosystem, with concrete examples from 2023 and 2024 incidents.
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.
npm lifecycle scripts execute arbitrary code during package installation. This design choice creates one of the largest and least-understood attack surfaces in modern software development.
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.
Deploy the Safeguard admission controller to block images with unresolved critical vulnerabilities before they run in your cluster.
An anonymized account of how a US defense prime deployed Safeguard in an IL5 classified environment supporting a DoD mission system.
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.
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