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

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

LLM SecurityOffensive Security

Why AI-Generated Exploit Code Must Run in Isolation

Agent-written exploit code is the new RCE vector aimed at the tester. Here's why per-task isolation and egress control are non-negotiable.

May 29, 202613 min

What Is Agentic Pentesting - Complete Guide for Security Teams 2026

Penetration TestingOffensive Security

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.

May 28, 202619 min

Checkmarx and Bitwarden supply chain attack: Your CI/CD pipeline is the attack surface

CybersecurityVulnerability Intelligence

Checkmarx and Bitwarden Just Showed That Your Pipeline Is the Attack Surface

How the Checkmarx supply chain attack compromised Bitwarden's CLI pipeline in four minutes, what was stolen, and the program design gap that made it possible.

Apr 29, 20267 min

Offensive SecurityCybersecurity

AI-Accelerated Offense: The Cyberattack Your Security Program Was Never Built to Stop

AI-Accelerated Offense uses autonomous agents to run the full cyberattack chain in hours. A frontier AI model found thousands of zero-day vulnerabilities across every major OS and browser in weeks. See how it works, why your security program is already behind, and what to do now.

Apr 23, 202613 min

Best AI Pentesting Tools in 2026 - Ranked Priced and Compared

Penetration TestingCTEM

Best AI Pentesting Tools in 2026: Ranked, Priced & Compared (12 Tools)

Which AI pentesting tool actually reduces risk in 2026? We reviewed 12 platforms on autonomy, proof quality, pricing, and what happens after a vulnerability is found.

Apr 9, 202627 min

CTEMPenetration Testing

Is Claude Mythos the End of Pentesting?

Claude Mythos found thousands of zero-days in Linux, browsers, and Apache. Does that make pentesting platforms obsolete? Understanding why models, harnesses, and platforms are three different things -- and why smarter AI makes Strobes more valuable, not less.

Apr 8, 202612 min

How to Write an Effective AI Agent Skill Four-Layer Architecture

engineeringOffensive Security

How to Write an Effective AI Agent Skill: The Four-Layer Architecture

Most teams building AI agents get the ratio wrong: 90% code, 10% methodology. Here is the four-layer architecture Strobes uses to build skills that run complete security assessments autonomously.

Mar 31, 20267 min