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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.

Vulnerability validation: why most of your scanner backlog is noise - Strobes
Exposure ValidationApplication Security

Vulnerability Validation: Why Most of Your Scanner Backlog Is Noise

Vulnerability validation proves which scanner findings are real, reachable, and exploitable. Why manual triage fails and how agentic validation scales.

Jun 9, 202619 min
CVE-2026-41940 - cPanel WHM Critical Pre-Auth Bypass Vulnerability
Prev1234Next
CVEVulnerability Intelligence

Top CVEs of May 2026: 5 Critical Flaws to Patch Now

Five CVEs dominated May 2026: cPanel's two-month zero-day, Linux's stealth kernel priv-esc, Langflow exploited 20 hours after disclosure, n8n's perfect-10 RCE chain, and Microsoft's SSO bypass. Here's what happened and what to do.

Jun 3, 20269 min
NIST Just Changed How It Tracks and Prioritizes CVEs - NVD Update 2026
CVEVulnerability Management

NIST Just Changed How It Tracks and Prioritizes CVEs

NIST has changed how it enriches CVEs in the NVD. Learn what the new risk-based triage model means for your vulnerability management program, scanner data, and remediation workflows.

Apr 29, 202613 min
A Poisoned PyPI Package Hit 36 Percent of Cloud Environments
LLM SecurityCybersecurity

A Poisoned PyPI Package Quietly Hit 36 Percent of Cloud Environments Through LiteLLM

LiteLLM 1.82.7 and 1.82.8 silently swept AWS credentials, Kubernetes configs, and SSH keys from 3.4 million daily installs. Here is exactly what the payload did and how Strobes AI detects and shuts it down.

Mar 26, 202612 min
What is an Exposure Assessment Platform - Strobes CTEM Guide
CTEMVulnerability Management

What is an Exposure Assessment Platform? The Complete Guide for Security Leaders

An Exposure Assessment Platform (EAP) is the connective tissue that unifies, normalizes, prioritizes, and mobilizes remediation across your entire attack surface. This guide covers how EAPs work, why they replace traditional vulnerability management, and how to evaluate one for your CTEM program.

Mar 25, 202613 min
Threat Modeling Explained: STRIDE and Methodology
Application SecurityVulnerability Management

Threat Modeling Explained: STRIDE and Methodology

Threat modeling finds design flaws on a whiteboard, before code exists. A worked STRIDE pass on a login system, attack trees, and why DREAD lost favor.

Mar 21, 20269 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
Patch Management vs Vulnerability Management: What’s the Difference?
Vulnerability Management

Patch Management vs Vulnerability Management: What’s the Difference?

Many organizations struggle with security gaps even after investing in different tools and processes. One of the most common reasons for breaches is the presence of unresolved weaknesses in systems. A report by Ponemon Institute highlights that 60% of organizations experiencing a breach in 2024 admi

Sep 2, 20258 min
Vulnerability Management Best Practices for Enterprise Teams
Vulnerability Management

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

Aug 6, 20259 min
Exposure Management vs Vulnerability Management - The Truth No One Tells You
Vulnerability Management

Exposure Management vs Vulnerability Management - The Truth No One Tells You

Enterprises have poured time and resources into vulnerability management programs. Scanners sweep across networks and clouds, producing endless lists of issues to patch. On paper, this feels like control. In practice, teams are overwhelmed and attackers keep finding ways in. Vulnerability management

Jul 16, 20259 min
Why Fixing Every Vulnerability Is Wasting Time and Your Team’s Budget
Vulnerability Management

Why Fixing Every Vulnerability Is Wasting Time and Your Team’s Budget

We have discovered 10,000 vulnerabilities this year. Great, now what? This sounds like a lot of work has been done, but in reality, it is just noise, not a signal. After every scan, you get a massive list of CVEs, misconfigurations, and alerts but without prioritization and targeted vulnerability fi

May 6, 20259 min
How to Prove the ROI of Your Vulnerability Management Metrics to the Board?
Vulnerability Management

How to Prove the ROI of Your Vulnerability Management Metrics to the Board?

The ROI of Vulnerability Management comes down to the metrics—these might sound boring, but they are the magic numbers that decide whether security spending should be considered a cost or a value investment. “In our last board meeting, I talked about exploit trends and threat intel for 20 minutes st

Apr 11, 202513 min