Blog

Security Insights

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

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 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

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

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

Offensive Security

Social Engineering Penetration Testing Guide

A social engineering penetration testing field guide: building an OSINT pretext, running an authorized GoPhish campaign, mapping to MITRE ATT&CK T1566, and the metrics that prove resilience.

Dec 21, 20258 min

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

Offensive Security

IoT Penetration Testing Guide

An IoT penetration testing field guide: binwalk firmware extraction, cracking /etc/shadow with hashcat, dropping to a U-Boot root shell, flashrom SPI dumps, and open MQTT brokers.

Dec 6, 20259 min

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

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

Application Security

Root Detection in Android Apps - Security Benefits, Challenges, and Implementation Strategies

Among the most debated questions in the constantly changing mobile application development, whether to include root detection in the application is a seemingly important choice to both developers and security teams. This is not just a technical option, but it has far-reaching consequences in terms o

Nov 25, 20255 min

Offensive SecurityApplication Security

Thick Client Penetration Testing Guide

A field guide to thick client penetration testing: decompiling .NET with dnSpy, Frida auth hooks, named-pipe DACL abuse, and the report-grade findings that come out of it.

Nov 21, 20259 min