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This brief outlines how Galvanick combats alert fatigue caused by static, outdated security rules by using time‑aware detection lifecycle management. Its detection catalog combines behavioral analysis, signature matching, and relevance scoring to automatically prioritize new and emerging threats while deprioritizing stale ones. This approach helps security teams focus on what matters now without losing historical context.