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Weekly insight for security leaders

CTEM research, agentic AI trends, and what's actually moving the needle.

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Blog

Security Insights

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

Tooling as Code and Structured Scratchpads

engineeringOffensive Security

Tooling as Code and Structured Scratchpads

The two changes that moved our AI security agents furthest this year had nothing to do with the model. Here is how tooling as code and structured scratchpads reshaped how the agents act, and how they prove a finding is real.

Aug 3, 202615 min

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

Prev1 2 3 4 5 Next

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

How agentic pentesting separates test failures from real security findings

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

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

5 Vulnerabilities in Every Vibe-Coded App

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

AI-Accelerated Offense: 5 days to weaponize a disclosed vulnerability, 131 new CVEs daily, 44% surge in AI-driven attacks, 80-90% of attacks now autonomous

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

Vercel security breach 2026 featured image

Data BreachesCybersecurity

The Vercel Hack: How One AI Tool Compromised the Infrastructure Behind Millions of Websites

Vercel's April 2026 security breach started with one AI tool's OAuth approval. Here is the full attack chain, blast radius, and what every security team must do now.

Apr 20, 202613 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

Strobes AI The Agent Stack Specialized for Offensive Security

Offensive SecurityCTEM

Strobes AI: The Agent Stack Specialized for Offensive Security

A deep-dive into the multi-agent architecture behind Strobes AI — 12 purpose-built offensive security agents, the Skills system, Human in the Loop governance, and the architectural properties that make continuous exposure management viable at scale.

Mar 27, 20268 min

AI Harness for Offensive Security - Strobes blog cover showing multi-agent architecture concept

Offensive SecurityPenetration Testing

Building an AI Harness for Offensive Security: What It Takes to Turn LLMs Into Reliable Pentest and Validation Operators

The model is 20% of the problem. Here is the engineering story behind the orchestration, tooling, middleware, and infrastructure that turns a capable LLM into a reliable penetration testing operator.

Mar 22, 202614 min

Top CVEs of December 2025

Top CVEs of December 2025

December 2025 was a brutal reality check for security teams. While most were winding down for the holidays, threat actors weaponized a tectonic shift in the landscape, headlined by the "React2Shell" exploit. From mass web server takeovers to unauthenticated mail server compromises, the Top CVEs of D

Jan 2, 202618 min