Automated Tool False Positives

Automated tool false positives occur when a security scanner flags a piece of code as vulnerable when it is actually secure. This happens because the tool lacks the semantic context to understand the developer's intent.

High rates of false positives can lead to alert fatigue, causing developers to ignore genuine warnings. Distinguishing between real threats and false flags is a core skill for security researchers.

It underscores why automated tools must be paired with human expertise to be effective in a professional auditing workflow.