Rescale 用 Strands Agents 与 AI-DLC 构建 AI 分诊代理
原标题：How Rescale built an AI triage agent with Strands Agents and AI-DLC
AI 摘要
Rescale 使用 AWS 的 AI-DLC 方法论和 Strands Agents，构建了一个用于自动分类和路由夜间端到端测试失败的 AI 分诊代理。该代理运行在基于 Amazon EKS 的 Argo Workflows CI/CD 流水线中，调用 Amazon Bedrock 上的 Claude Opus 4.8 对失败进行分类，并通过 MCP 查询 Pod 日志、检索历史失败模式，最终生成结构化的修复报告。团队从问题定义到预发布部署仅用五天，数周内进入生产，并计划将 AI-DLC 推广至整个工程组织。
正文节选
How Rescale built an AI triage agent with Strands Agents and AI-DLC Every engineering team knows the ritual, and Rescale was no exception. A nightly test suite fails. An on-call engineer pulls the logs, classifies the root cause, and routes it to the right team, only to repeat the process the next morning. At scale, across distributed services and dozens of repositories, this ritual becomes a full-time job hiding inside an on-call rotation. Rescale is the digital engineering platform built for t