Legacy scanners flag anything that resembles a known pattern — which means a lot of noise alongside the real findings.

The difference isn’t speed — it’s the ability to combine individually weak signals into a coherent attack path.

A clean scan report doesn’t always mean a clean application. Here’s what to watch for.

A look at how vulnerability detection has moved from static pattern libraries toward systems that reason about application behavior.