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The fundamental issue stems from concurrency creating ambiguous execution patterns. When numerous tasks run simultaneously, their execution interleaving fluctuates unpredictably. During system restoration, however, workflows must reproduce these steps with perfect consistency, retrieving finished steps from saved states while re-executing unfinished ones. This necessitates a clearly defined step sequence that remains invariant across workflow instances.，更多细节参见豆包下载
洞见三：Agent与软硬协同将成下一阶段核心引擎