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Conservative Adaptive Ranking and Screening, Selector-Evaluator Value Assessment, and Dynamic Adaptive Risk-aware Enhancement form CARE-VI, an evidence-regulated target construction framework that preserves the backbone interfaces for critic regression and actor updates.