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AI Security

Choosing a security tool for AI-generated code

GitHub reported in 2024 that Copilot writes up to 46% of code in enabled files — the same vulnerability classes humans write, now shipped at machine speed.

Jul 7, 20267 min read
DevSecOps

How to Report AppSec Risk to Your CISO

CVSS measures severity, not risk — and a slide of 4,000 raw findings tells a CISO nothing. Here's how to translate scan output into decisions.

Jul 7, 20267 min read
Application Security

CVE-2024-22195: how Jinja2's xmlattr filter opened an XSS hole

A single filter in Jinja, xmlattr, could inject arbitrary HTML attributes and slip past autoescaping entirely — fixed in Jinja 3.1.3, tracked as CVE-2024-22195.

Jul 7, 20266 min read
Open Source Security

Managing Open Source Component Risk at Scale

A modern app's dozen direct dependencies can resolve into thousands of transitive packages — and CVE-2024-3094 proved a single unmaintained one is enough to backdoor SSH itself.

Jul 7, 20268 min read
Open Source Security

Native-extension vulnerabilities in Python packages

numpy, pandas, cryptography, and lxml all ship compiled C/C++ code — and a Python SCA scan that only checks package versions can miss memory-safety bugs buried in that native layer.

Jul 7, 20266 min read
Application Security

PHP Laravel security best practices

One line, `protected $guarded = [];`, can turn a Laravel signup form into an admin-account minting machine — here's how to lock down five real Laravel risk areas.

Jul 7, 20266 min read
Application Security

Preventing SQL injection in Node.js applications

CWE-89 is a 25-year-old bug class, but Node's template literals make it trivially easy to reintroduce in mysql2, pg, and even Sequelize's raw-query escape hatch.

Jul 7, 20267 min read
Application Security

Preventing SSRF in Node.js applications

A single unvalidated URL in a fetch or axios call can let an attacker reach 169.254.169.254 and steal cloud credentials — as the 2019 Capital One breach showed.

Jul 7, 20266 min read
DevSecOps

Reducing Docker image build time without sacrificing security

Multi-stage builds and minimal base images can cut CI build times dramatically — and they're the same changes that shrink your CVE attack surface.

Jul 7, 20266 min read
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