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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.

Top 10 Data Breaches of April 2026 - Monthly Security Briefing
Data BreachesCybersecurity

Top 10 Data Breaches of April 2026

The biggest data breaches of April 2026 ranked and analyzed, from Checkmarx supply chain poisoning to Salesforce misconfigurations and ransomware hitting two major US banks.

May 1, 202615 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
Prev12345Next
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
How Strobes AI Turns a Supply Chain Zero-Day into Full Exposure Assessment
CTEMCybersecurity

How Strobes AI Turns a Supply Chain Zero-Day into a Full Exposure Assessment in Under 30 Minutes

When the axios npm package was compromised on March 31, 2026, Strobes AI agents autonomously performed incident response, identified every exposed repository across the attack surface, and generated a complete exposure assessment with remediation tasks in under 30 minutes.

Mar 31, 202610 min
Axios npm Supply Chain Attack 83M Weekly Downloads Compromised
CTEMVulnerability Intelligence

Axios npm Supply Chain Attack: 83M Weekly Downloads Compromised by Cross-Platform RAT

On March 31, 2026, attackers compromised the axios npm maintainer account and published backdoored versions deploying a cross-platform RAT to macOS, Windows, and Linux. Full incident breakdown with IOCs, detection guidance, and real-time AI-driven response.

Mar 31, 20269 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
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
Exposure Assessment vs Adversarial Exposure Validation
Exposure Validation

Exposure Assessment vs Adversarial Exposure Validation

Your security team just delivered another quarterly report. 847 vulnerabilities discovered. 23 rated critical. 156 high severity. CVSS scores assigned. Remediation priorities set. And yet, like last quarter, the backlog grows faster than your team can patch. Worse, you're left wondering: are we fixi

Feb 4, 202617 min
Why Deduplication Is the Most Underrated Security Control
Vulnerability Intelligence

Why Deduplication Is the Most Underrated Security Control

Security teams face constant pressure from an overload of alerts and findings. Every new scanner or assessment adds to the pile, making it hard to focus on what matters. Instead of streamlining efforts, these tools often create more confusion by repeating the same issues across reports. This is wher

Feb 3, 202612 min
How ASPM Protects Cloud-Native Applications from Misconfigurations and Exploits
ASPM

How ASPM Protects Cloud-Native Applications from Misconfigurations and Exploits

Cloud-native applications have changed how businesses build and scale software. Microservices, containers, and serverless architectures enable faster and more flexible development, but they also make the environment more challenging to secure. Misconfigurations have quietly become one of the biggest

Jan 23, 202618 min
CVE-2025-55182: React2Shell RCE Demands Immediate Security Action
CVE

CVE-2025-55182: React2Shell RCE Demands Immediate Security Action

React2Shell exposes a fundamental flaw in how React Server Components interpret untrusted data, turning a routine hydration step into a reliable remote execution pathway. Introduction If you work with React, Next.js, or any framework that leans on React Server Components (RSC), this is the one vulne

Dec 8, 20257 min
Top Data Breaches of November 2025
Data Breaches

Top Data Breaches of November 2025

Data breaches recorded a high-impact breach across apparel brands, analytics platforms, food-delivery networks, cloud providers, and major financial institutions. These incidents exposed sensitive customer data, internal records, and operational details, showing how easily exposure spreads when vend

Nov 28, 202512 min
The Dark Side of Discounts: Mapping the Black Friday Cybercrime Economy
Black Friday

The Dark Side of Discounts: Mapping the Black Friday Cybercrime Economy

Black Friday creates a shift that most enterprises feel long before the sale begins. Traffic climbs. Product teams release updates faster. New landing pages, offers, and integrations move into production with tight timelines. These changes are normal for revenue growth, but they also widen exposure

Nov 27, 202513 min