用户用 Python 声明目标结构，引擎自动识别变更记录，沿 join 与 lookup 传播更新、淘汰过期行，仅对 Δ 重新嵌入，避免批处理漂移。 核心由 Rust 编写，支持并行分块、零拷贝转换与故障隔离，从单仓库扩展到 PB 级语料，10 分钟即可上线生产。

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