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AI Security

MCP vs Skills vs Hooks vs Rules Explained

MCP, Skills, hooks, and rules extend AI coding agents in very different ways — two execute code, two only steer behavior. Here's how each one breaks.

Jan 21, 20268 min read
AI Security

ChatGPT and AI Security Implications for Software Supply Chains

The explosion of AI tools like ChatGPT is reshaping how developers write code — and introducing new supply chain risks that most teams aren't thinking about.

Jan 21, 20266 min read
AI Security

What is Auto-Remediation (AI-Powered Fixes)

Auto-remediation uses AI to generate and PR real fixes for vulnerabilities — not just flag them. Here's how it decides what's safe to auto-fix.

Jan 21, 20266 min read
AI Security

Deserialization Vulnerabilities: Griffin AI vs Mythos

Unsafe deserialization looks obvious on a slide and impossible on a real codebase. Sinks are language-specific, gadgets live in third-party libraries, and the tainted byte can arrive wrapped in six layers of framework ceremony. Griffin's engine-plus-LLM design handles each of those concerns separately; Mythos-style pure-LLM scanners blur them into pattern-matching.

Jan 20, 20267 min read
AI Security

AI Agent Security Risks: Why Autonomous Systems Are the Next Supply Chain Frontier

AI agents are consuming APIs, installing packages, and executing code autonomously. The security implications are massive and largely unaddressed.

Jan 20, 20266 min read
AI Security

Model Tiering Strategy: Griffin AI vs Mythos

Opus for reasoning, Sonnet for drafting, Haiku for scale. We break down when each tier earns its keep and why single-model architectures cannot compete.

Jan 19, 20266 min read
AI Security

The Disproof Step: Griffin AI vs Mythos

Most AI bug hunters skip the hardest step: trying to kill their own findings. Here is why Griffin AI's disproof pass is the single biggest lever on false-positive rate.

Jan 19, 20265 min read
AI Security

Griffin AI vs Cohere Command for SecOps

Jan 19, 20267 min read
AI Security

SSO & SCIM: Griffin AI vs Mythos

Enterprise identity is not a paywall. It is the substrate on which every other security control depends, and it is where Mythos-class vendors quietly fall behind.

Jan 18, 20267 min read

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