Resources

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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Industry Analysis

The End of CVSS-Only Prioritization

A single static severity score cannot tell you which vulnerability to fix first. Modern prioritization is a function of reachability, exploitability, and business context — and CVSS is only one input.

Feb 12, 20268 min read
Open Source Security

Maven Central Sigstore Migration Status

Maven Central's move from GPG to Sigstore is genuinely underway in 2026. Here is where the transition actually stands and what Java shops should do now.

Feb 12, 20267 min read
Research

AI Code Assistant Package Hallucination Study

The Safeguard Research team measured how often AI coding assistants hallucinate non-existent packages, how sticky those hallucinations are, and what defenders should do.

Feb 12, 20267 min read
Company

Sify Technology and US Enterprise Reach: What We're Evaluating

A closer look at the enterprise accounts, verticals, and delivery capabilities that make Sify Technology (USA) an interesting partner for Safeguard.

Feb 12, 20268 min read
AI Security

Enterprise AI Incident Response Playbooks

AI incidents are not the same shape as traditional security incidents. The playbooks need to be specific to how AI systems actually fail.

Feb 11, 20262 min read
AI Security

Griffin AI vs Gemma for Lightweight Scanning

Gemma is built for efficiency. Can a small open-weight model replace Griffin AI for lightweight scanning workflows, or does the engine still matter?

Feb 11, 20267 min read
AI Security

Engineer-Hour Savings: Griffin AI vs Mythos

The real cost of a scanner is not the subscription. It is the engineer hours lost to false positives, bad remediations, and noisy queues. We do the math.

Feb 11, 20266 min read
AI Security

Novel Bug Class Detection: Griffin AI vs Mythos

What happens when the bug does not match any known CWE? A study of how grounded and pure-LLM scanners perform on genuinely novel vulnerability patterns.

Feb 11, 20266 min read
Container Security

Container Breakout Class Vulnerabilities 2024-2025

A look at the container breakout vulnerabilities disclosed in 2024 and 2025, what they actually required to exploit, and what that pattern tells us about the defense model.

Feb 11, 20267 min read
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