CI 失败排查是开发团队的日常痛点，Eigent 用多代理协作把根因定位从小时级压缩到分钟级，做 DevOps 或 ML 基础设施的团队值得关注这个开源方案。
Eigent AI 团队在 Gemini API 上实现了 Managed Agents 功能，用于自动化审计 CI 失败。他们使用 Gemini 3.5 Flash 和 Gemini Managed Agents API，在几分钟内定位了真实 megatron-lm CI 失败的根因。工作流程包括协调代理规划审计、开发者代理加载技能并收集证据、Gemini 代理作为远程子代理进行深度推理。该方案已开源在 Eigent 平台上，展示了多代理协作在 DevOps 场景中的高效应用。
Good implementation of Managed Agents in the Gemini API by our friends at @Eigent_AI! Root causing C...
Good implementation of Managed Agents in the Gemini API by our friends at @Eigent_AI ! Root causing CI failures at lightning speed. ⚡ Eigent AI @Eigent_AI Gemini 3.5 flash + Gemini managed agents api just audited a real megatron-lm ci failure inside Eigent. root cause in minutes! watch the handoff: coordinator agent plans the audit, developer agent loads the ml-failure-audit skill and gathers the evidence, then gemini agent steps in as a remote sub-agent for the heavy reasoning. gemini managed agents api and gemini 3.5 flash now live on our open-source cowork Eigent! @googleaidevs @GoogleAIStudio Your browser does not support the video tag. 🔗 View on Twitter 🔗 View Quoted Tweet 💬 0 🔄 0 ❤️ 1 👀 275 ⚡