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KEVGraph is an eight-stage pipeline that frames remediation as a KEV-aware set-cover problem, and produces a minimum-cardinality upgrade plan ordered to eliminate actively exploited vulnerabilities as early as possible via exact Integer Linear Programming (ILP) or a KEV-aware greedy algorithm.