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AI Security

How to Generate an SBOM From a Container Image

A practical walkthrough of how to generate an SBOM from a container image using Syft, Trivy, and Docker Scout, plus how to keep the output trustworthy.

Mar 18, 20267 min read
AI Security

Container Network Security: How to Lock Down Pod-to-Pod Traffic

Container network security is about controlling which workloads can talk to each other and blocking the rest by default. Here is how to build that in Kubernetes and beyond.

Mar 18, 20267 min read
AI Security

AI Bill of Materials (ML-BOM) Standards in 2026

A senior engineer's survey of AI-BOM and ML-BOM standards in 2026, from CycloneDX ML components to SPDX 3.0 AI profile, and what to actually ship.

Mar 18, 20267 min read
AI Security

AI Chips Explained: What They Are and How to Secure Them

AI chips are specialized processors built to run matrix math at scale, and the way you provision, share, and supply-chain-source them creates security risk most teams never model.

Mar 18, 20268 min read
AI Security

Cross-Vendor SBOM Normalization: Griffin AI vs Mythos

Your SBOMs come from a dozen vendors, three scanners, and two CI systems. Normalising them into one queryable graph is where SBOM programs actually succeed or fail.

Mar 17, 20264 min read
AI Security

Proof-Of-Concept Payloads From Discovered Paths

A taint path is not an exploit. Here is how a zero-day pipeline turns a reachable flow into a defensible proof-of-concept payload without inventing a vulnerability.

Mar 16, 20267 min read
AI Security

Griffin AI vs Windsurf Cascade for Security Review

Windsurf's Cascade agent is among the more capable in-editor agents. For security review specifically, it's a complement to Griffin AI, not a replacement.

Mar 16, 20262 min read
AI Security

Prompt Injection Defences: Griffin AI vs Mythos

Prompt injection is the defining AI security problem of this generation. The defences are structural, not cosmetic — and the architectural choices show.

Mar 16, 20264 min read
AI Security

Benchmark Reproducibility: Griffin AI vs Mythos

A benchmark you can't reproduce is marketing. A benchmark you can rerun on your own infrastructure is evidence. The reproducibility gap is wide.

Mar 16, 20266 min read

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