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
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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
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
AI Security
AI Data Quality: Why It Matters for Model Security
Poor AI data quality is not just an accuracy problem — it's an attack surface. Here's how data integrity, provenance, and validation shape the security of the models you ship.
Apr 9, 20266 min read
AI Security
Container Malware Scanning: Finding Threats in Your Images
Container malware scanning inspects image layers for malicious binaries, backdoors, and tampered dependencies before they ever run in your cluster.
Apr 9, 20265 min read
AI Security
OWASP Top 10 for LLM Applications, Explained
A practitioner's walkthrough of the OWASP Top 10 for LLM Applications: what each risk looks like in a real system, which ones bite first, and the mitigations that hold up.
Apr 9, 20266 min read
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