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Vulnerability Analysis

Docker Engine remap-root UID mapping vulnerability (CVE-2021-21284)

CVE-2021-21284 let remapped-root containers escalate to real host root, defeating Docker's userns-remap isolation. Here's the full breakdown and fix.

Aug 4, 20266 min read
AI Security

Risks of downloading malicious pretrained models from pub...

Real incidents show malicious Hugging Face models evading scanners with pickle exploits and reverse shells. Here's what teams need to know before the next pull.

Aug 4, 20267 min read
Vulnerability Analysis

What is prototype pollution and why it keeps recurring in npm packages

Prototype pollution has hit lodash, jQuery, minimist, hoek, and immer since 2018. Here's how the bug works and why it keeps coming back in npm.

Aug 4, 20266 min read
Regulatory Compliance

Analysis of pickle file deserialization vulnerabilities i...

CVE-2025-32434 shows PyTorch's "safe" weights_only loading could still be bypassed for code execution — a pickle deserialization vulnerability with real supply-chain consequences.

Aug 4, 20268 min read
Vulnerability Analysis

Path traversal vulnerabilities explained with real-world examples

Path traversal (CWE-22) has powered CVEs from Apache to Citrix to F5. Here's how it works, real breaches, and how to stop it.

Aug 4, 20266 min read
AI Security

How slopsquatting exploits AI-hallucinated package names

Slopsquatting attacks turn AI-hallucinated package names into real supply chain threats. Here's how it works, the numbers behind it, and how Safeguard stops it.

Aug 3, 20267 min read
Vulnerability Analysis

Server-Side Request Forgery (SSRF): how it works and how to prevent it

SSRF turns a server into an attacker's proxy into your internal network. Here's how it works, what Capital One's breach taught the industry, and how to stop it.

Aug 3, 20266 min read
AI Security

Security risks introduced by AI coding assistants and gen...

AI coding assistants now write huge shares of production code. Real 2025 incidents show hallucinated packages, leaked secrets, and vulnerable defaults ship with it.

Aug 3, 20267 min read
Vulnerability Analysis

Cross-site scripting (XSS) explained for developers

XSS has topped vulnerability lists for two decades. Here's how reflected, stored, and DOM-based XSS actually work, real incidents, and how to fix them.

Aug 3, 20267 min read
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