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The article identifies a failure mode in AI agents where successful task completion doesn't ensure correctness, based on an ablation study, and introduces AdaptOrch as a tool for implementing external verification and reliability in agent workflows.
This paper details the development of Sophea, a production bilingual Greek-English automatic speech recognition system, using iterative training, data filtering, and model ensembling to meet quality gates and achieve competitive benchmark results.