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AI Security

CyberSecEval Reviewed: What It Measures

A working engineer's review of CyberSecEval, the Meta-originated benchmark that has quietly become the default sniff test for AI-for-security claims. What it actually measures, what it misses, and how to read its scores without fooling yourself.

Jan 9, 20266 min read
Healthcare Security

Shield Health Group Data Breach: 2 Million Patient Records Exposed

A breach at Shield Health Group, a Massachusetts medical imaging provider, exposed personal and medical data of approximately 2 million patients — highlighting the healthcare sector's persistent vulnerability.

Jan 9, 20265 min read
Supply Chain Attacks

SolarWinds Sunburst: Five Years of Lessons in 2026

Half a decade after Sunburst, the build system compromise still defines how we think about software supply chain risk. A look at what stuck and what did not.

Jan 9, 20265 min read
Vulnerability Analysis

Log4Shell Five Years Later: What CVE-2021-44228 Taught Us About Transitive Risk

Five years after Log4Shell, the technical details still matter, but the lasting lessons are about transitive dependencies, SBOM accuracy, and the long tail of unpatched internal tooling.

Jan 9, 20265 min read
Application Security

Broken Access Control: The Number One Web Vulnerability and How to Fix It

Access control moved to the top of the OWASP Top 10 in 2021. Here is why it is so hard to get right and what a solid authorization architecture looks like.

Jan 9, 20266 min read
Vulnerability Analysis

Kubernetes API server privilege escalation via aggregated API (CVE-2018-1002105)

A critical flaw in Kubernetes' aggregated API let unauthenticated users gain full admin privileges. Here's how it worked and how to fix it.

Jan 9, 20267 min read
Credential Attacks

General Motors Credential Stuffing Attack: Loyalty Points Theft at Scale

Attackers used credential stuffing to compromise GM customer accounts, stealing reward points and personal data — a reminder that password reuse remains one of the most exploitable habits in cybersecurity.

Jan 9, 20265 min read
Container Security

Comparing security models of GKE Autopilot versus Standar...

GKE Autopilot security vs Standard clusters draw the shared-responsibility line very differently. Here's what changes for pod security and hardening.

Jan 9, 20267 min read
Vulnerability Analysis

Red Hat JBoss Vulnerability Exploitation: The Persistent Threat of Java Middleware

JBoss application servers have been a recurring target for attackers. From deserialization flaws to exposed management interfaces, the middleware layer remains a critical attack surface.

Jan 9, 20266 min read

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