Safeguard
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Mythos

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

103 articles

AI Security

False Positive Cost: Griffin AI vs Mythos

A false positive is not free. It costs engineer attention, trust in the tool, and eventually the security programme's credibility. We price the difference.

Feb 27, 20267 min read
AI Security

Injection Path Detection: Griffin AI vs Mythos

Injection vulnerabilities are not really about the sink. They are about the path from untrusted input to the sink. The path is where Griffin AI and Mythos-class tools diverge.

Feb 27, 20265 min read
AI Security

Why Engine-Plus-LLM Beats Pure-LLM: Griffin vs Mythos

The structural case for engine-plus-LLM security reasoning — and why pure-LLM products in the Mythos class hit a ceiling that no parameter count can raise.

Feb 25, 20266 min read
AI Security

Federal Compliance Readiness: Griffin AI vs Mythos

Federal compliance is a long investment, not a marketing claim. Safeguard's FedRAMP HIGH and IL7 readiness is the difference between selling into government and sitting on the outside.

Feb 24, 20268 min read
AI Security

Dependency Upgrade Picks: Griffin AI vs Mythos

The version a remediation tool picks matters more than the fact that it picked one. Griffin AI grounds its choice in the project; Mythos-class tools do not.

Feb 23, 20267 min read
AI Security

HIPAA Supply Chain Controls: Griffin AI vs Mythos

HIPAA's software supply chain expectations have sharpened in 2025-2026. Evidence generation is the difference between passing an audit and rerunning it.

Feb 22, 20265 min read
AI Security

Source/Sink Classification: Griffin AI vs Mythos

Taint analysis only works if sources and sinks are labeled correctly. Griffin AI uses a curated catalog; Mythos-class tools infer on the fly.

Feb 22, 20267 min read
AI Security

Model Inventory Tracking: Griffin AI vs Mythos

You cannot secure what you cannot enumerate. Griffin AI maintains a typed inventory of every model, version, and deployment across a tenant. Mythos-class tools approximate the inventory in prose.

Feb 21, 20268 min read
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

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
Mythos (Page 4) — Safeguard Blog