ADRS: Algorithmic Decision Reliability Standard

Abstract The deployment of Large Language Models (LLMs) in mission-critical environments is hindered by their stochastic nature and the risk of logical inconsistency. This paper introduces the ADRS (Algorithmic Decision Reliability Standard), a protocol based on a Double-Loop Self-Healing Architecture. The method ensures the identification and autonomous correction of logic drifts and decision risks without human intervention, transforming non-deterministic outputs into auditable enterprise-grade decisions.