A thermodynamically consistent phase-field framework for viscoelastic fatigue fracture with dissipated-energy-driven toughness degradation

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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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A new stud

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Samantha Lewis

这类场景也很能体现 Expert 的定位,它尝试把一整段专业工作流程产品化,从增强单次问答的模式里彻底跳了出来。