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Security Insights

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

AI SecurityPenetration Testing

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.

Jul 24, 202615 min

AI SecurityPenetration Testing

Human-in-the-loop security: why AI findings need human validation

An AI pentester can hand you a critical finding in minutes. The only question that matters is whether you believe it. Here is why human validation turns a claim into proof.

Jul 24, 202611 min

Penetration TestingOffensive Security

Strobes Agentic Pentesting: A pen-tester experience and point of view

Eleven validated Critical and High findings from Strobes AI's autonomous pentesting agents, each with the agent's reasoning, the request sent, and the response that proved it.

Jul 12, 202671 min

Top 10 open source agentic pentesting tools, ranked by what they actually do

Penetration TestingOffensive Security

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.

Jul 8, 202625 min

Penetration TestingOffensive Security

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.

Jul 8, 202618 min

Penetration TestingOffensive Security

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.

Jul 8, 202618 min

Penetration TestingOffensive Security

What Counts as Valid Proof in an Agentic Pentest?

Valid proof in an agentic pentest is reproducible, in-scope, and attributable evidence of exploitability. What counts, what doesn't, and how to prove it.

Jul 8, 202618 min

Bug bounty vs pentesting vs AI pentesting comparison featured image

Penetration TestingApplication Security

Bug Bounty vs. Pentesting vs. AI Pentesting: Which Model Fits Your AppSec Program?

Bug bounty vs pentesting vs AI pentesting: compare costs, coverage, compliance, and when to use each model. Build a layered AppSec testing strategy.

Jun 4, 202621 min

Pentesting in-house vs outsourcing comparison: cost, coverage, and the third option, AI pentesting

Penetration TestingPTaaS

Pentesting In-House vs. Outsourcing: Cost, Coverage, and the Third Option

Compare in-house vs outsourced pentesting on cost, coverage, and depth. Discover why AI pentesting is the third option that changes the math for security teams.

Jun 4, 202621 min

Penetration TestingOffensive Security

How to Catch the Blind Bugs Scanners Miss

Out-of-band validation detects blind SSRF, blind SQLi, and out-of-band XXE that return no in-band response. Learn how it works and why it matters.

May 29, 202613 min

Application SecurityLLM Security

5 Vulnerabilities in Every Vibe-Coded App

The 5 security flaws AI coding assistants ship by default: missing authz, leaked secrets, weak JWTs, IDOR, eval RCE — with detection queries and fixes for each.

May 29, 202613 min

Penetration TestingOffensive Security

Black-Box Agentic Scanners: Strengths and Their Ceiling

Black box agentic pentesting finds real CVEs fast and proves them, but where does it hit a ceiling? An honest, category-level verdict.

May 29, 20268 min