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AI Security

What Does MCP Stand For? Model Context Protocol and Its Security Model

MCP stands for Model Context Protocol, the open standard that lets AI assistants talk to your tools and data. Here is what it is and where the security risks live.

Mar 18, 20266 min read
AI Security

How to Choose a Container Image Vulnerability Tool

A container image vulnerability tool scans the layers, packages, and metadata inside an image so you catch known CVEs before they ship to production. Here is how to pick and use one well.

Mar 18, 20266 min read
AI Security

How a Container Image Scanner Works (and Which One to Use)

A container image scanner inspects the layers, packages, and configuration inside an image to find known vulnerabilities before you ship it. Here is how the scan works and what separates a good tool from a noisy one.

Mar 18, 20266 min read
AI Security

AI Cybersecurity Software: What It Actually Does and Where It Falls Short

AI cybersecurity software uses machine learning to spot anomalies, triage alerts, and prioritize risk faster than humans can. Here is what it genuinely helps with and where it still needs a human.

Mar 18, 20266 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
AI Security

Audit Trail Quality: Griffin AI vs Mythos

An audit trail is only useful if you can answer questions from it. Quality is not about volume — it's about the ability to reconstruct decisions after the fact.

Mar 18, 20264 min read
AI Security

AI Python Code Correctors: What They Catch and What They Miss

AI Python code correctors fix syntax and obvious bugs fast, but they miss the security and correctness issues that matter most. Here is where they help, where they fail, and how to use them safely.

Mar 18, 20266 min read
AI Security

Jailbreaking AI: How LLM Jailbreaks Work and How to Defend Against Them

Jailbreaking AI means getting a model to bypass its own safety guardrails. This guide explains how jailbreaks work conceptually, how they differ from prompt injection, and how to build layered defenses.

Mar 18, 20266 min read
AI Security

AI-BOM and ML-BOM: The State of Standards in 2026

Where AI-BOM and ML-BOM specifications stand in 2026, which formats have real adoption, and what to capture today even if the standards are still in motion.

Mar 18, 20265 min read

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