Security Insights
Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

What to Evaluate Before You Let an AI Agent Exploit Your Systems
An AI agent that can exploit your systems does an attacker's work. Here are the seven governance checks to clear before you authorize agentic pentesting in production.

10 Best Open Source Agentic Pentesting Tools in 2026
Compare the 10 best open source agentic pentesting tools for self-hosted workflows, from PentAGI and PentestGPT to CAI, Strix, and VulnBot.

Vulnerability Chaining: How Agentic Pentesting Proves Attack Paths
Three low-severity findings can chain into one critical breach. See why CVSS misses chained risk and how agentic pentesting proves or rejects each attack path.

How Agentic Pentesting Separates Test Failures From Real Security Findings
Agentic pentesting reliability on unstable apps: a six-state failure taxonomy, safe retry rules, and what a trustworthy pentest report must disclose.

Vulnerability Validation: Why Most of Your Scanner Backlog Is Noise
Vulnerability validation proves which scanner findings are real, reachable, and exploitable. Why manual triage fails and how agentic validation scales.

What Is Agentic Pentesting? The Complete Guide for Security Teams (2026)
Agentic pentesting uses specialized AI agents to test your entire attack surface in hours, not weeks. Here is how it works, what surfaces it covers, how safety is enforced, and how to evaluate platforms with real benchmarks.

Agentic Pentesting with Strobes AI
What happens when you point Strobes AI at a real web app and let it run a full OWASP WSTG assessment with zero hand-holding? 32 tasks, 21 phases, 42 confirmed vulnerabilities — all autonomous.

DAST vs Penetration Testing vs Agentic Pentesting
DAST scans running apps automatically, pentesting adds human exploitation, and agentic pentesting is the AI-driven third category. Here is how all three compare on depth and frequency.