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.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Weekly insights on software supply chain security, delivered to your inbox.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.