dict, and then NewProtocol converts it to a protocol, or would
垂直认知缺失：L2系统过度依赖向量检索的“语义相似度”，但向量只懂“相关”，不懂“逻辑”。例如，当用户询问“今年比去年多赚了多少”时，L2可能召回去年和今年的财报文本，但无法执行“减法”运算；面对“回撤控制”、“因子归因”、“跨周期对比”等带有深度金融逻辑的指令时，L2往往只能做到字面检索，无法进行深度逻辑挖掘与重组。真正的金融级处理需要通过图谱将财务数据实体化，以精确执行逻辑运算。，更多细节参见wps下载
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If Go introduced typed error sets tomorrow, os.ReadFile would need to return something like os.PathError | io.EOF instead of plain error. Every single caller in existence would break. All the errors.Is() and errors.As() machinery would become either redundant or need a complete redesign. Third-party libraries would be split between old and new styles for a decade. The standard library itself would feel like a legacy API overnight.