随着AI在应用端的快速落地，AI Agent的角色也越来越多样化，除了客服、营销、内容创作等根据技能划分的基础工作角色外，更加垂直、专业度更高、甚至更需要经验的应用场景也在出现，合合信息推出的Chaterm就瞄向了运维专家方向。

Chaterm核心能力一览

作为一个运维人员，如果遇到一个连自己都描述不清楚的服务器问题，只说“服务器好像卡了”，Chaterm能帮助找到问题吗？答案是“可以”， Chaterm产品负责人Water表示，Chaterm被定位为具有“20年经验的运维专家”，这正是Chaterm最擅长的。在实际工作中，不少用户仅仅是描述一下大致的问题现象，Chaterm就能够以用户意料不到的方式解决一些疑难的集群问题。

大数据架构师Chris，使用Chaterm快速发现Hadoop集群中某台节点的故障根因

AI的普及正在创造出传统运维工具无法管理的复杂性，而这些问题的解决也要依靠新一代AI的力量，近日，Chaterm产品负责人Water向《巴伦中文网》分享了目前运维工作的新痛点以及Chaterm带来的解决方案和实践反馈。

• 抛开“锤子和钉子”的工具化思维，直接解决真实问题

AI发展带来的基础设施规模持续增长，LLM的训练和推理都带来了对海量GPU集群、高性能网络和存储的爆发式需求。这不仅是服务器数量的增长，更是基础设施异构性复杂度的成倍增加。对于运维工程师来说，现在不仅要管CPU，更要管GPU、NPU，以及CUDA和各种训练推理平台，RMDA网络更是将监控和排障的粒度降低到了毫秒级，这些“新物种”的监控、调度和故障定位，其难度和传统在线服务不可同日而语。

实际运维工作中，在微服务和K8s体系下，一个请求可能横跨几十个服务。故障不再是一个点，而是一个面甚至一个体。运维人员在排查故障时，必须在网络、存储、应用、权限、中间件等多个领域之间反复跳跃，这使得根因分析和故障定位的难度也越来越高。Water表示，由于人类的排查思路是线性的，而AI Agent则可以多维度并行分析，在数秒内即完成人类运维人员需要数小时才能实现的关联分析，这对于缩短MTTR（平均故障解决时间）是革命性的。

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Chaterm 在云原生CNCF LandScape中的定位是Automation & Configuration tools

对于B端客户来说，Chaterm则在成本优化方面具有明显的价值，即降本。Water举例称，狭义的Agent想要解决根因定位的问题，首先面临的挑战就是如何落地，现代企业的数字化水平往往已经比较高，而Agent想要能工作，首先要解决的就是如何跟现有的系统进行对接和落地，toB端的交付成本甚至会远远超出Agent开发的成本，所以目前这个阶段，能够为用户提供一个开箱即用，马上就能产生效果的产品就显得尤为重要。

Chaterm的目标就是成为管理这些复杂AI基础设施的智能层，作为Chaterm开发方，合合信息本身就具备丰富的toB业务积累，这些对于业务实践的理解让Chaterm在开发时能够抛开“锤子和钉子”的工具化思维，而是直接面向客户的具体问题，去解决如何利用现有工具解决“画框上墙”的真实需求。Water表示，客户反馈显示，Chaterm无论是在降低故障的MTTR，还是优化效率降低成本，以及提升业务安全性上都有一些比较好的落地案例，其中有一些案例完全是用户自己的创新性用法，解决了一些疑难问题。