代理缺乏这种学习能力。它们会反复犯相同错误，甚至根据训练数据创造出错误的新变体。
print("We'll demonstrate the concepts with direct API calls below.")
，这一点在snipaste截图中也有详细论述
王兴兴展望：未来中国人形机器人奔跑速度或将超越人类
Microsecond-level profiling of the execution stack identified memory stalls, kernel launch overhead, and inefficient scheduling as primary bottlenecks. Addressing these yielded substantial throughput improvements across all hardware classes and sequence lengths. The optimization strategy focuses on three key components.