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
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Vulnerability Remediation SLAs: Best Practices for Real Teams
Setting vulnerability remediation deadlines is easy. Actually meeting them is hard. This guide covers practical SLA frameworks that balance security urgency with engineering reality.
Feb 2, 20268 min read
Vulnerability Management
OSV Schema: The Open Source Vulnerability Database Format Explained
OSV provides a standardized format for vulnerability data that is purpose-built for open-source ecosystems. Here is how it works and why it is better than NVD for dependency scanning.
Feb 1, 20267 min read
Vulnerability Management
Vulnerability Chaining: Real-World Examples and Defense Strategies
Individual vulnerabilities rarely tell the full story. This deep dive examines how attackers chain low-severity bugs into devastating exploits and how defenders can break the chain.
Jan 30, 20267 min read
Vulnerability Management
Understanding EPSS: Exploit Prediction Scoring System Explained
EPSS offers a data-driven approach to vulnerability prioritization. Learn how it works, how it compares to CVSS, and why your team should care.
Jan 24, 20266 min read
Vulnerability Management
Vulnerability Correlation Across Package Ecosystems
The same vulnerability often appears under different identifiers across npm, PyPI, Maven, and other ecosystems. Here is how to correlate vulnerabilities across ecosystems and why it matters.
Jan 18, 20266 min read
Vulnerability Management
CPE Naming Convention and the Vulnerability Matching Problem
CPE is the backbone of NVD vulnerability matching, and it is deeply flawed. Understanding its limitations is essential for accurate vulnerability management.
Jan 10, 20266 min read
Vulnerability Management
Image Parsing Vulnerabilities in Dependencies: The Pixel-Level Threat
Every application that processes images depends on parsing libraries with a long history of memory corruption bugs. Here is what is at stake.
Jan 9, 20265 min read
Vulnerability Management
Spring4Shell (CVE-2022-22965) Response Analysis
A 2010-era bypass resurfaced as CVE-2022-22965 on Spring Framework for JDK 9+. Here is how the disclosure, patch, and industry response actually went.
Jan 7, 20266 min read
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