AI Security
False Positive Rates: Griffin AI vs Mythos Benchmarked
Why pure-LLM security products generate false positives that engine-grounded platforms like Griffin AI structurally cannot — with CWEs and real triage data.
Mar 12, 20266 min read
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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Support Model: Griffin AI vs Mythos
Support tier comparisons look identical on paper. The real difference shows up at 2am during an incident, and the shape of that difference is worth understanding before signing.
Mar 12, 20265 min read
Open Source Security
dotnet restore Reproducibility Concerns
dotnet restore is supposed to be deterministic. In practice it is deterministic in ways that matter less and non-deterministic in ways that matter more.
Mar 12, 20267 min read
Industry Analysis
Kimsuky Developer Targeting Analysis
Kimsuky has pivoted from diplomats to developers. A look at the tradecraft behind its supply-chain-flavored operations and what engineering orgs should do about it.
Mar 12, 20266 min read
AI Security
Cursor Enterprise Security Buyer Review 2026
An honest security buyer's review of Cursor Enterprise for 2026: data handling, model isolation, audit posture, and the gaps to negotiate before signing.
Mar 12, 20265 min read
Tool Comparison
Sonatype IQ Server 2026: Repository Firewall in Review
Sonatype Lifecycle's IQ Server ships weekly to cloud and monthly to self-hosted in 2026. We tracked the Repository Firewall changes and compared against JFrog Curation.
Mar 12, 20267 min read
AI Security
Snyk Container Security: What It Scans and How
Snyk Container scans Docker and OCI images for OS and dependency vulnerabilities and recommends better base images. Here is how it works and where its limits are.
Mar 12, 20266 min read
Best Practices
Best SCA Tools for Enterprise: 2026 Comparison
A fact-based 2026 review of the best Software Composition Analysis tools for enterprise teams, covering depth, reachability, remediation, and compliance.
Mar 12, 20268 min read
Vulnerability Management
CVE Triage Is Broken. Here's a Better Workflow.
Most enterprise CVE queues are noise. KEV plus EPSS plus reachability plus policy-as-code cuts the real actionable list to a manageable few percent.
Mar 12, 20267 min read
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