Every SOC analyst knows the feeling: another morning, another queue of hundreds of alerts, and the gnawing question of which ones actually matter. The volume of internet background noise — automated scanners, research probes, vulnerability crawlers — hasn’t slowed down. If anything, it’s accelerating. And as adversaries adopt AI to move faster, the cost of chasing the wrong signals isn’t just frus...