TL;DR Traditional application security tools generate false-positive vulnerability findings because they analyze code patterns without execution context, flagging vulnerabilities in code that never runs with untrusted data. Runtime instrumentation solves this by observing actual production behavior, revealing that only a small percentage of flagged vulnerabilities are truly exploitable. Reducing application security false positives is a critical challenge for modern dev teams .