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Vulnerability Management

Solve SCA False Positive Overload With Reachability Analysis

SCA tools produce more findings than any team can review. Reachability analysis is the filter that turns the haystack into a queue your engineers will actually finish.

Apr 12, 20264 min read
AI Security

Anthropic's Mythos Vulnerability Scanner: An Honest Assessment of Strengths, Weaknesses, and Reasons to Be Cautious

Anthropic's Mythos model is generating buzz for AI-powered vulnerability detection. We break down what it does well, where it struggles, and why security teams should approach the results with healthy skepticism.

Apr 10, 202612 min read
AI Security

The Limits of Single-Model Vulnerability Scanning: A Technical Analysis of the Mythos Approach

Anthropic's Mythos model claims to find vulnerabilities in open-source code using a single LLM. We analyze where this approach falls short and why production-grade zero-day discovery requires Safeguard's Multi-Agent TAOR Deep Think AI Engine.

Apr 10, 202610 min read
AI Security

Why LLM-Based Vulnerability Scanning Needs More Than a Single Model

Large language models are being used to find vulnerabilities in open-source code. But a single model, no matter how capable, isn't enough. Here's why multi-agent orchestration, structured CWE analysis, and deep context matter more than model size.

Apr 10, 202611 min read
Vulnerability Management

Reachability Analysis vs. SCA: Which Reduces Your Backlog?

SCA lists every CVE in every dependency. Reachability filters to the ones your code actually invokes. Here is how the two compare on a real backlog.

Apr 8, 20268 min read
AI Security

Sanitizer Detection: Griffin AI vs Mythos

A vulnerability that passes through a working sanitizer is not a vulnerability. Detecting that sanitizer accurately is the difference between actionable findings and noise.

Mar 18, 20265 min read

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