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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Articles

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AI Security

Ensemble LLMs For High-Precision Security Findings

One model's confident answer is a guess. Multiple models agreeing is evidence. Ensemble approaches raise precision for security-critical findings.

Mar 13, 20262 min read
AI Security

Griffin AI vs GPT-5: Compliance Posture

Compliance posture is about what you can prove, not what you can do. GPT-5 has impressive capabilities; Griffin AI is engineered to be defensible.

Mar 13, 20264 min read
Best Practices

How to Prevent Dependency Confusion in npm (2026)

Dependency confusion attacks are still landing in 2026 because scoped packages, registry config, and provenance checks are misconfigured by default. Here is the fix.

Mar 13, 20267 min read
Product

Safeguard Local Runner: Agentic Security on Your Laptop

The Local Runner is a command-line agent that runs Safeguard workflows against your working tree. Think claude-code-for-security, but for supply chain.

Mar 13, 20267 min read
Threat Intelligence

UNC5221 Ivanti Exploitation Campaign Analysis

UNC5221 chained Ivanti Connect Secure zero-days through 2024 and 2025. The campaign reads like a masterclass in living off trusted edge appliances.

Mar 13, 20267 min read
AI Security

Hallucinated Security Findings: Measurable Rates

Pure-LLM security analysis hallucinates findings at rates between 20% and 70% depending on the task and model. Grounding is the architectural answer.

Mar 12, 20262 min read
AI Security

Griffin AI vs Gemini for FedRAMP Workflows

Gemini has FedRAMP-authorised deployment options. Griffin AI builds on FedRAMP-aligned infrastructure. The comparison is about what the customer has to build.

Mar 12, 20263 min read
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
AI Security

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
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