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mythos

Safeguard articles tagged "mythos" — guides, analysis, and best practices for software supply chain and application security.

100 articles

AI Security

PCI DSS 4.0 Alignment: Griffin AI vs Mythos

PCI DSS 4.0 raised the evidence bar for software security, supplier management, and continuous assurance. Griffin AI meets the new requirements with persisted records. Mythos-class pure-LLM tools leave QSAs asking for artifacts.

Feb 14, 20267 min read
AI Security

Framework Routing Awareness: Griffin AI vs Mythos

Every HTTP vulnerability begins at a route. Griffin AI models routing; Mythos-class tools guess it. That difference shapes every downstream finding.

Feb 14, 20267 min read
AI Security

SLSA Provenance Consumption: Griffin AI vs Mythos

SLSA provenance is the cryptographic receipt of a build. Griffin AI verifies it, parses it, and uses it as typed evidence. Mythos-class tools describe it and forget to check the signature.

Feb 13, 20267 min read
AI Security

XSS Variants: Griffin AI vs Mythos

Stored, reflected, DOM, mutation, and template-injection XSS each live in a different part of the application and demand a different analysis. Griffin's engine understands template contexts, framework escaping rules, and client-side sinks; Mythos reads HTML and hopes. The difference shows up the moment you leave textbook territory.

Feb 12, 20267 min read
AI Security

Regression Gates: Griffin AI vs Mythos

Every release risks making the model worse. Griffin AI's regression gates block bad builds before they ship. Mythos-class tools rarely describe a gate process at all.

Feb 12, 20267 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
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

Griffin AI vs Mythos: The Security Platform Comparison

A senior engineer's side-by-side look at Griffin AI and Mythos — why engine-grounded reasoning beats pure-LLM security intuition when the audit clock starts.

Feb 10, 20266 min read
AI Security

RBAC & Scoping: Griffin AI vs Mythos

An AI that reads your security data needs the same access controls as a human analyst. Most pure-LLM vendors stop at the role name. Safeguard enforces the scope.

Feb 8, 20267 min read
AI Security

Fix Explanation Quality: Griffin AI vs Mythos

A remediation PR explanation is either evidence or storytelling. Griffin AI attaches taint paths and disproof attempts; Mythos-class tools attach plausible prose.

Feb 7, 20267 min read
AI Security

Dynamic Dispatch: Griffin AI vs Mythos

Dynamic dispatch hides real exploits behind indirection. Griffin AI models the dispatch; Mythos-class tools guess. That gap changes outcomes.

Feb 6, 20267 min read
AI Security

VEX Integration: Griffin AI vs Mythos

VEX is how you turn a vulnerability list into an actionable work queue. Griffin AI ingests VEX documents as structured statements that filter findings at policy time. Mythos-class tools read them as advisory prose and lose the filtering entirely.

Feb 5, 20267 min read

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