集成式Agent主要消耗文本Token，单次任务成本可以低至0.01美元甚至更低。OpenClaw却需要持续传输高分辨率截图，每次推理可能消耗1000至1500个视觉Token；若任务链条较长，单次成本可能达到1至2美元。对于高频企业调用场景，这意味着成本可能是集成式方案的数十倍甚至百倍。
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nemotron-600m, sortformer
“This is not a debate about rejecting technology,” Horvath said in testimony in front of the U.S. Senate Committee on Commerce, Science, and Transportation earlier this year. “It is a question of aligning educational tools with how human learning actually works. Evidence indicates that indiscriminate digital expansion has weakened learning environments rather than strengthened them.”