Data flows left to right. Each stage reads input, does its work, writes output. There's no pipe reader to acquire, no controller lock to manage. If a downstream stage is slow, upstream stages naturally slow down as well. Backpressure is implicit in the model, not a separate mechanism to learn (or ignore).
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针对复杂同步任务，DataWorks 将单个实例的 CDC 流拆分为多个子任务，并通过 Pk Shuffle 机制实现数据分发，支持多表、多库并行处理。例如，MySQL 实例下的多个 DB 可独立调度，提升整体并发度，降低端到端延迟，满足高负载业务场景需求。，详情可参考雷电模拟器官方版本下载
这个架构的核心是“导演模式”，它通过一个强大的多维参考系统，将模糊的创意转化为AI可执行的精确指令。