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Application Security

Reachability Analysis for Rust and Cargo in 2026

How reachability analysis cuts noise for Rust services: cargo features, conditional compilation, RustSec advisories, and the tools that handle Rust well.

Feb 11, 20266 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
Industry Analysis

State of Vulnerability Management 2026 Report

Where vulnerability management actually stands in 2026: KEV-driven prioritization, reachability, SLAs that hold, and the tools teams are consolidating onto.

Feb 4, 20268 min read
AI Security

Cross-Package Analysis: Griffin AI vs Mythos

Real exploits cross package boundaries. Griffin AI's graph follows them; Mythos-class tools often stop at the file they are reading.

Jan 30, 20266 min read
Research

Reachability Noise Reduction: Findings

The Safeguard Research team ran reachability analysis across a large corpus of real codebases. This is what we learned about which CVEs actually matter.

Jan 29, 20267 min read
AI Security

Taint Propagation: Griffin AI vs Mythos Approaches

Taint tells you whether attacker data actually reaches a sink. Griffin AI propagates it; Mythos-class tools infer it. The difference shows up fast.

Jan 22, 20266 min read
Application Security

Reachability Analysis for Go Modules in 2026

Go's static linking, vendoring, and govulncheck make reachability analysis tractable. Here is what works, what does not, and the false-positive numbers.

Jan 22, 20265 min read
Architecture

Inside Safeguard's Reachability Engine

A deep look at how Safeguard's reachability engine combines call graph construction, symbolic analysis, and runtime evidence to reduce vulnerability noise by an order of magnitude.

Jan 18, 20268 min read
AI Security

Call Graph Depth Compared: Griffin AI vs Mythos

Shallow call graphs miss real exploits; deep graphs surface them. We examine how Griffin AI and Mythos-class tools differ on depth, and why it matters.

Jan 14, 20266 min read
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