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AI Security

Griffin AI vs Claude Sonnet for Remediation

Claude Sonnet is the workhorse model Griffin leans on for remediation. Here's how raw Sonnet compares to Sonnet inside Griffin's remediation pipeline.

Jan 25, 20267 min read
AI Security

Data Residency Controls: Griffin AI vs Mythos

Data residency is no longer a procurement checkbox. It is an architectural property that most pure-LLM vendors cannot deliver without major rework.

Jan 25, 20267 min read
AI Security

Domain-Adapted LLMs For Vulnerability Detection in 2026

Domain adaptation has quietly become the default for LLM-assisted vulnerability detection. A look at what works in 2026, what does not, and what teams should plan for next.

Jan 24, 20266 min read
AI Security

Griffin AI vs GPT-4o: Security Limits Exposed

GPT-4o is an excellent general-purpose model. Security workflows are a specialty, and specialty work exposes the limits of general intelligence.

Jan 24, 20267 min read
AI Security

Regression Testing on Fixes: Griffin AI vs Mythos

A remediation PR is only useful if it does not break anything else. Griffin AI runs targeted regression before opening; Mythos-class tools usually do not.

Jan 24, 20266 min read
AI Security

AI-Generated Code Security Risks: Copilot, ChatGPT, and the New Attack Surface

AI code assistants are writing a growing share of production code. The security implications are significant and largely unaddressed.

Jan 24, 20266 min read
AI Security

Prompt Injection as a Supply Chain Risk in 2026

Prompt injection stopped being an LLM curiosity the moment agents started committing code. It is now a software supply chain risk and should be modeled as one.

Jan 24, 20267 min read
AI Security

AI Cybersecurity Glossary: Key Machine Learning & Security Terms

A defender's glossary of AI security terms — prompt injection, model poisoning, AI-BOM, adversarial ML — with dated, real-world incidents behind each one.

Jan 24, 20268 min read
AI Security

What is Navigating AI for Source Code Analysis

AI source code analysis pairs LLMs with static analysis to cut false positives and speed triage -- but reachability data still decides what's real.

Jan 24, 20266 min read
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