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Vulnerability Management

Vulnerability Management Automation in 2026: Beyond Scanning

Modern vulnerability management is shifting from periodic scanning to continuous, automated triage and remediation. Here's what that looks like in practice.

Feb 5, 20266 min read
Vulnerability Management

Automated Zero-Day Discovery: How AI Is Changing Vulnerability Research

AI-powered fuzzing and code analysis are accelerating zero-day discovery. Here's what that means for defenders.

Feb 3, 20266 min read
Vulnerability Management

The ROI of Vulnerability Remediation Automation: Numbers That Justify the Investment

Manual vulnerability remediation costs more than most organizations realize. Breaking down the real costs, time savings, and risk reduction that automation delivers.

Dec 1, 20257 min read
Vulnerability Management

Open Source Vulnerability Databases Compared: NVD, OSV, GitHub Advisory, and More

Not all vulnerability databases are created equal. A detailed comparison of coverage, timeliness, accuracy, and practical usability across the major databases.

Oct 22, 20256 min read
Vulnerability Management

CVSS 4.0 Scoring Adoption: What Changed

Two years after CVSS 4.0's release, adoption remains uneven. Here is where scoring really changed, where it did not, and how to handle mixed datasets.

Oct 10, 20254 min read
Vulnerability Management

VEX Adoption in the Enterprise: Lessons From Early Adopters

Vulnerability Exploitability eXchange documents promise to reduce alert fatigue by distinguishing exploitable vulnerabilities from theoretical ones. Here is how enterprises are actually using them.

Sep 18, 20257 min read
Vulnerability Management

Citrix Bleed 2: Analysis and Mitigation

CVE-2025-5777 revived the memory-leak pattern that broke NetScaler in 2023. Here is what the 2025 variant does, who is exploiting it, and how to respond.

Jul 25, 20254 min read
Vulnerability Management

Vulnerability Prioritization in 2025: EPSS, VEX, and the End of CVSS-Only Triage

CVSS scores alone cannot tell you what to patch first. EPSS exploit prediction and VEX documents are reshaping how mature security teams prioritize vulnerabilities at scale.

May 15, 20258 min read
Vulnerability Management

AWS Service-Linked Role Abuse Techniques, 2025

Service-linked roles are the soft underbelly of AWS IAM. We catalogue the 2024-2025 abuse primitives and the detection queries that catch them.

Apr 28, 20255 min read
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