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Supply Chain Security, in plain English.

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.

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AI Security

CSRF Modern Forms: Griffin AI vs Mythos

CSRF in 2026 is not the 2012 attack. SameSite cookies, fetch metadata, and modern frameworks changed the landscape. Detection needs to keep up.

Feb 20, 20263 min read
AI Security

Golden Dataset Design: Griffin AI vs Mythos

Benchmark scores are only as honest as the dataset behind them. Griffin AI publishes golden-dataset design notes; Mythos-class tools rarely explain theirs.

Feb 20, 20267 min read
AI Security

How to Secure Container Software: A Practical Guide

Securing container software means controlling the whole chain, base image, dependencies, build, registry, and runtime, not just scanning the final image. Here is a working model for each layer.

Feb 19, 20266 min read
AI Security

Container Runtime Scanning: Catching Threats After Deployment

Container runtime scanning watches workloads while they run, catching drift, new CVEs, and active exploitation that build-time scans miss entirely.

Feb 19, 20266 min read
AI Security

Enterprise AI Procurement Due Diligence Checklist

AI-for-security procurement covers more than feature comparison. The due diligence checklist that surfaces structural differences between vendors.

Feb 19, 20262 min read
AI Security

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.

Feb 19, 20266 min read
AI Security

Triage Backlog Reduction: Griffin AI vs Mythos

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.

Feb 19, 20266 min read
AI Security

Griffin AI vs Fine-Tuned Open Weights for SecOps

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.

Feb 19, 20267 min read
AI Security

Asset Management AI: How AI Is Reshaping Security Asset Inventory

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.

Feb 19, 20265 min read
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