Fix What Matters: A cheat sheet for reducing vulnerability debt in the age of AI-generated code

In the age of AI-assisted development, finding vulnerabilities is no longer the hard part—deciding what actually matters is. As code volume grows at machine speed, security teams are often buried under backlogs that lack production context. 

This cheat sheet outlines how to connect security signals across the SDLC to identify truly exploitable risks. Learn how to leverage runtime validation and reachability to reduce your security debt faster than it accumulates. Transform your AppSec program from a scanner-heavy process into a risk-reduction engine.