Cybersecurity
How AI Automates Penetration Testing for DevOps
Use AI in CI/CD to automate penetration testing—faster scans, fewer false positives, continuous monitoring, and prioritized fixes.
Tag
Focused reading for teams that want fewer open findings and clearer proof of closure.
Cybersecurity
Use AI in CI/CD to automate penetration testing—faster scans, fewer false positives, continuous monitoring, and prioritized fixes.
DevSecOps
How to add security validation to CI/CD without creating alert queues engineers stop trusting.
Tutorials
How to model traffic, test critical paths, find bottlenecks, and retest hardening work with Surge.
Tutorials
A practical API security guide for auth, authorization, injection, rate limits, and proof of remediation.
DevSecOps
A practical framework for giving engineering teams security ownership without adding ceremony.
Security Research
How JavaScript and TypeScript teams can spot risky dependencies, validate exposure, and prove remediation.