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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

autonomous AI agent proving a SQL injection is exploitable

AI SecurityPenetration Testing

How Strobes AI identifies and exploits a SQL injection vulnerability

See how Strobes AI runs autonomous SQL injection testing, finding an injectable parameter, proving exploitability, and shipping evidence for remediation.

Jul 24, 20269 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

How to pentest single-page applications - React, Angular and Vue SPA security testing guide

Penetration TestingApplication Security

How to Pentest Single-Page Applications (React, Angular, Vue)

Learn how to pentest React, Angular, and Vue SPAs. Covers DOM XSS, client-side routing bypass, JS bundle secrets, and why traditional DAST scanners fail.

Jun 4, 202623 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

DAST vs pentesting vs AI pentesting comparison showing what each application security testing approach finds

Penetration TestingApplication Security

DAST vs. Pentesting vs. AI Pentesting: What Each One Actually Finds

Compare DAST, manual pentesting, and AI pentesting. Learn what each approach finds, misses, costs, and when to use each for full application security coverage.

Jun 4, 202622 min