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Strobes connects every exposure signal to autonomous action, so security teams fix what matters, prove what works, and stop chasing noise.

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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.

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
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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
CVE

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
Beyond the Basics Developing a Risk Driven AI Driven Cloud Native Security Strategy.
Cloud Security

Beyond the Basics Developing a Risk Driven AI Driven Cloud Native Security Strategy.

The use of clouds has taken a significant step forward beyond workloads and virtual machines. Containers, Kubernetes, microservices, APIs, and serverless functions can be relied upon by modern enterprises to provide a cloud-native architecture. Such environments not only speed up the delivery of sof

Oct 22, 202512 min
Beyond the Basics Developing a Risk Driven AI Driven Cloud Native Security Strategy
Cloud Security

Beyond the Basics Developing a Risk Driven AI Driven Cloud Native Security Strategy

Cloud-native architectures bring speed and scalability but also create new risks beyond traditional workloads. Misconfigured APIs, vulnerable containers, and over-permissive access expose enterprises to advanced threats. This blog explains why legacy security tools fall short, how AI-driven strategi

Sep 30, 202512 min
How Regular CVE Scanning Reduces the Risk of RCE Attacks
Vulnerability Scanning

How Regular CVE Scanning Reduces the Risk of RCE Attacks

Remote Code Execution (RCE) attacks remain one of the most dangerous cybersecurity threats, allowing attackers to take full control of systems and cause severe business damage. Regular CVE scanning is a key part of how to prevent RCE attacks, helping organizations identify unpatched vulnerabilities,

Sep 25, 202510 min
6 Ways CISOs Are Using AI to Prioritize Critical Vulnerabilities
Vulnerability Management

6 Ways CISOs Are Using AI to Prioritize Critical Vulnerabilities

Just like AI is transforming business operations, it’s revolutionizing how CISOs handle vulnerabilities. AI-powered vulnerability prioritization helps reduce alert noise, focus on high-risk issues, and automate remediation, enabling security teams to act faster, stay ahead of threats, and strengthen

Sep 22, 202511 min
NIS2 Cybersecurity Directive: What CISOs Must Do to Stay Compliant and Mitigate Risk
Compliance

NIS2 Cybersecurity Directive: What CISOs Must Do to Stay Compliant and Mitigate Risk

The NIS2 Cybersecurity Directive raises the stakes for compliance, accountability, and enterprise resilience across the EU. For CISOs and security leaders, NIS2 is more than a regulation, it is an opportunity to integrate compliance with risk reduction, strengthen governance, and build long-term bus

Sep 12, 20257 min
Understanding the Attack Surface: Internal, External, and Digital Explained
ASM

Understanding the Attack Surface: Internal, External, and Digital Explained

Every cybersecurity breach begins with an exposed attack surface. From internal systems and cloud assets to digital platforms, physical devices, and human factors, attackers exploit weak points to gain entry. As organizations adopt more cloud services and remote work, attack surfaces are expanding r

Sep 3, 20258 min