Automated penetration testing is being rebuilt for 2027. Inside the AEV shift, autonomous agents, the AI-code attack surface, and what still needs a human.

How black box, white box, and gray box penetration testing actually work, why the hours-based model is broken, and what outcome-based, continuous testing changes.

A deep technical comparison of AI pentesting tools based on methodology, exploit detection, and real-world coverage across modern SaaS systems.

Running patool below 4.0.5 on Python <3.12? You're exposed to a Zip Slip attack — CVE-2026-29509. Here's the root cause, working exploit, and the fix.

GPT-5.6 Luna dropped automated code review costs 5x overnight. Sol, Terra, Luna pricing explained, and why CodeAnt's unit economics just improved without us doing anything.

Not all pentests are equal. Learn what black, white, and gray box testing really do, where each fails, and how to choose correctly.

A technical walkthrough of an autonomous AI pentest pipeline that performs recon, source review, exploitation, deep-dive extraction, reporting, and self-evaluation in 30 to 90 minutes.

Most penetration tests fail because they don't know your code. CodeAnt AI combines AI SAST, black box, white box, and grey box penetration testing on one intelligence layer. Every line reviewed. Every endpoint tested.

631 malicious npm versions. 22 minutes. 16M weekly downloads at risk. Here's how TeamPCP's Mini Shai-Hulud worm compromised @antv, echarts-for-react, and timeago.js — and exactly what to do if you're affected.

A complete enterprise guide to AI penetration testing for cloud security, covering AWS, Azure, GCP, IAM escalation, exposed services, CI/CD risks, compliance evidence, and retesting.

Not all AI penetration testing tools are the same. Compare 10 platforms across automated penetration testing, exploit validation, and real-world security coverage.

Learn what AWS penetration testing actually covers, from IAM privilege escalation and SSRF-to-IMDS to S3, Lambda, and CloudTrail testing, with methodology, tools, and compliance guidance.