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This paper argues that financial LLM applications require system-level validation beyond benchmark scores, covering data, model design, retrieval, agent behavior, governance, and implementation. It advocates for ongoing validation discipline and a research agenda for system-aware evaluation.
招聘信息：Vtrivedy Labs 正在招聘持续学习方向的研究人员，要求具备研究背景并热衷于构建代理人轨迹数据分析、环境更新及后训练等实验。