How does the unified alert inbox's history enable elimination of false positives?

It records every alert from all app-ops monitoring tools and lets you track over time — when an alert fired, how often, which metrics triggered, and the values at trigger.

That history is exactly what you use to tune out false positives. Alerts can be confirmed after resolution, and auto-confirm + delete after a set period.