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Detection engineering treats alerts as code: each detection rule is versioned, tested, deployed, and measured for true/false positives. The mature team owns rule SLOs (time-to-detect, FP rate, MTTD) and ships new rules through the same pipeline as application code. The immature team has tribal knowledge in Splunk dashboards.
Pipeline: write rule in Sigma → translate to your SIEM via sigmac → unit-test against malicious + benign samples → deploy → monitor FP rate → tune. Each rule has an owner and an expiry date.