How AI is Transforming Detection Engineering

Models and detection rules

A model can draft a Sigma rule, explain one, or list likely false positives. That draft is not a detection. Someone still has to check the log source, run it against known-good activity, and decide whether it belongs in production.

Treat generated logic the same way you treat a rule copied from a blog:

• Confirm the fields exist in your logs
• Name the ATT&CK or ATLAS technique it is supposed to catch
• Write a test that should fire, and one that should not
• Keep the rule in version control with the reason it exists

Speed is not the point. A rule you cannot explain is a rule you cannot tune.