Version control, CI testing, and ATT&CK coverage mapping turned a folder of SIEM rules into an engineering discipline. What changed, what it cost, and what I would do differently.
Lessons from building ML-assisted detection in production: the places machine learning genuinely moves the needle, and the places it quietly makes things worse.