Insights
Security desk
Research, data, and practical guides for engineering teams building secure applications.
Why AI Agents Find What Traditional Scanners Miss
Passive scanners detect known patterns. AI agents reason about your application, chain vulnerabilities, and exploit logic flaws that no signature database can anticipate. Here's the technical difference — and why it matters for your security program.
The Real Cost of a Data Breach in 2024
IBM's latest Cost of Data Breach Report puts the average incident at $4.88M — up 10% year over year. But the headline number only tells part of the story. Here's how to think about breach costs, prevention ROI, and what the data actually means for mid-size companies.
OWASP Top 10: What's Changed and What Most Teams Still Miss
The OWASP Top 10 is the most widely referenced web application security standard. But knowing the list is different from actually covering it. We walk through each category, what traditional tooling misses, and what continuous AI testing catches.
Building a Security Program Without a Dedicated Security Team
Hiring a full AppSec team costs $500K+ per year and takes 6–12 months to build. Most mid-size companies don't have that runway. Here's a practical playbook for getting enterprise-grade security coverage with the engineering team you already have.