XINT.IO BLOG

Insights from the world's best offensive security researchers

Vulnerabilities vs. Weaknesses: Why the Distinction Matters

Vulnerabilities vs. Weaknesses: Why the Distinction Matters

There's a difference between insecure code patterns and true vulnerabilities that hackers seek to exploit. Why does that matter?

Vulnerability ResearchAI for SecurityProduct

System, Not Model: Why Off-the-Shelf LLMs Don’t Replace a Pen Test

System, Not Model: Why Off-the-Shelf LLMs Don’t Replace a Pen Test

What do buyers actually purchase when they pay for a vulnerability discovery platform, and why is the model the cheapest input in the bill?

Vulnerability ResearchAI for Security

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