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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, 202613 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

Pervasive AI Security: Protecting AI That Is Everywhere in Your Stack

Pervasive AI means models embedded in nearly every application and workflow. That ubiquity creates a security surface most programs have not mapped. Here is how to think about it.

Apr 10, 20266 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
AI Security

API Surface Reviewed: Griffin AI vs Mythos

Most platform comparisons stop at features. The API surface is where automation and integration actually happen — and where vendors quietly diverge.

Apr 10, 20265 min read
AI Security

Launching Zero-Day Discovery: How Safeguard's Multi-Agent TAOR Deep Think AI Engine Finds Vulnerabilities Before Anyone Else

Safeguard launches its Zero-Day Discovery Engine, powered by the Multi-Agent TAOR Deep Think AI Engine — a multi-lead, multi-sub-agent architecture that performs deep CWE analysis on open-source packages to uncover vulnerabilities that traditional scanners miss.

Apr 10, 202610 min read
AI Security

Zero-Day Discovery In Your Dependency Graph

Most zero-days that hurt enterprises in 2026 live three or four hops deep in the dependency graph. Here is what it takes to actually find them there.

Apr 9, 20267 min read
AI Security

Secure Code Training for Developers: What Actually Changes Behavior

Secure code training for developers works when it is contextual, hands-on, and tied to the code they ship this week, not an annual slideshow. Here is how to build a program that sticks.

Apr 9, 20265 min read
AI Security

Can AI Solve CAPTCHA? What the Research Actually Shows

Can AI solve CAPTCHA challenges? For most classic image and text puzzles, yes, and it has real consequences for how you defend against bots.

Apr 9, 20265 min read
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