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Articles

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AI Security

EU CRA Readiness: Griffin AI vs Mythos

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.

Jan 16, 20267 min read
AI Security

Fine-Tuning Security LLMs vs Grounding: Which Wins

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.

Jan 16, 20267 min read
Infrastructure Security

Debian Repository Security: A Practical Hardening Guide

Debian APT is powerful but riddled with trust assumptions. Here is how to lock it down for production environments.

Jan 16, 20266 min read
Tool Reviews

Tern: Container SBOM Generation Through Layer Analysis

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.

Jan 16, 20265 min read
Vulnerability Analysis

F5 BIG-IP iControl REST RCE (CVE-2022-1388)

A critical iControl REST auth bypass let attackers gain root RCE on BIG-IP within days of disclosure. Impact, KEV status, timeline, and fixes.

Jan 16, 20267 min read
Cloud Security

Using Azure AD Workload Identity Federation to remove sec...

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.

Jan 16, 20267 min read
DevSecOps

Secrets Management in CI Pipelines: 2026 Guide

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.

Jan 16, 20267 min read
Kubernetes Security

OPA Gatekeeper for Kubernetes: Writing Policies That Actually Work

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.

Jan 16, 20266 min read
Security Strategy

Security ROI Calculation Methods That Actually Work

Calculating security ROI is notoriously difficult because you are measuring things that did not happen. Here are methods that produce credible numbers.

Jan 16, 20265 min read

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