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LangSmith now integrates Jev, a System One model, for fast and cost-effective online evaluations of agent traces, enabling broader scoring and safety checks without high costs.
The article discusses the gap between model decision quality and execution integrity in AI agent evaluations on external systems, proposing separate scoreboards for decision correctness and successful task completion.