Beyond Detection Engineering: Building Security Engineering at Scale AI is only as useful as the engineering foundation around it. If the data isn’t normalized or the documentation doesn’t exist, the model has little context to work from. Instead of asking, “What can AI do?” we started asking, “What engineering work can AI help us do faster?”
It became another engineering tool. It accelerated research, helped analyze coverage, identified gaps, and assisted with drafting detections that the team could make production ready.
Many organizations expected AI to create maturity. It does not. Without consistent telemetry, governance, validation, and engineering discipline, AI simply helps organizations move faster in the wrong direction.
AI didn’t change the job. It changed how much of the job we could spend doing the work that matters most.
🔗 Beyond Detection Engineering: Building Security Engineering at Scale
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