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VP-CONTROL, a runtime-assurance design and deterministic benchmark for cost-aware commit gates, is presented, motivating explicit evidence lineage, cost-aware selection, and commit-time enforcement, while exposing the limits of approximate calibration and local-tool generalization.
Self-consistency outperforms traditional confidence measures, reducing financial NER errors from 34.3% to below 2% in high-confidence scenarios.