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.
Fine-tuning teaches a model to be a security expert. Grounding lets a general model act like one by reading the right sources. The right answer is usually both, but the proportions matter.
The EU Cyber Resilience Act wants mandatory vulnerability handling, SBOM delivery, and documented due diligence. Griffin AI produces those artifacts continuously. Mythos-class tools produce conversations about them.
Codex-style coding agents are powerful for writing features. Security remediation needs a different shape of system—one that grounds frontier reasoning in SBOM, policy, and reachability context.
Debian APT is powerful but riddled with trust assumptions. Here is how to lock it down for production environments.
A review of Tern, the open source tool that generates SBOMs by inspecting container image layers, including its strengths, limitations, and where it fits in your toolchain.
A critical iControl REST auth bypass let attackers gain root RCE on BIG-IP within days of disclosure. Impact, KEV status, timeline, and fixes.
Rotating tokens, OIDC federation, and scoped runners are table stakes in 2026. Here is how senior engineers design CI secrets that do not leak on bad days.
How Azure Workload Identity Federation lets AKS and CI workloads swap Azure AD access tokens without ever storing a client secret—and how to migrate safely.
Gatekeeper brings OPA's policy engine to Kubernetes. The learning curve is steep but the flexibility is unmatched. Here is how to write, test, and deploy Rego policies that enforce real security.
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