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: 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.
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.
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.
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
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
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
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,
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
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
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
CTEM vs ASM Explained: Choosing the Right Approach for Proactive Security
Security challenges for organizations have become increasingly complex. We often find ourselves contending with sophisticated threats that demand more than just reacting to incidents as they occur. There's a clear and pressing need to move towards a more proactive stance, one that provides comprehen
Vulnerability Management Best Practices for Enterprise Teams
Do you know? More than 40,000 new software vulnerabilities were disclosed in 2024, 61% surge from 2023 while the number of actively exploited vulnerabilities nearly doubled. Such volume translates into thousands of exploitable risks waiting in your systems. Industry data shows that 30% of security i