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计算资源管理的未来即将发生巨大转变。未来,团队将不再手动协商计算支出、应对繁琐且缺乏弹性的合同——绕过繁琐的采购流程——前沿的AI实验室、AI产品开发者和计算基础设施提供商将越来越多地部署自主代理,运行专门的计算交易台。这些代理根据需求波动动态获取和清算计算资源,实现成本和利用率的优化。这标志着向程序化、AI驱动的基础设施管理迈出了根本性的一步。大型训练任务、推理扩展和资源分配变得真正流畅高效——不再有人工瓶颈或僵硬的合同限制阻碍创新。