--- title: "Gou Rao on Agentic Systems in DevOps" url: https://daily.dev/posts/gou-rao-on-agentic-systems-in-devops-fizbdqilg source_url: https://semaphore.io/blog/gou-rao type: article source: "Semaphore" published: 2025-06-16T13:44:19.469Z updated: 2025-06-16T13:44:45.812Z tags: ["devops", "llm", "observability", "sre"] reading_time: 5 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Gou Rao on Agentic Systems in DevOps **[Semaphore](https://daily.dev/sources/semaphore)** · 5 min read · 0 upvotes · 0 comments ## Summary Gou Rao, co-founder of Neubird, discusses how their AI-powered tool Hawkeye transforms DevOps incident response by using LLMs to reason across telemetry data rather than just generate responses. Unlike traditional AI assistants, Hawkeye acts as a digital engineer that investigates logs, metrics, and traces to diagnose issues and suggest remediation steps. The system prioritizes accuracy over speed, taking minutes to provide well-reasoned analysis while showing its chain of thought for transparency. Currently focused on recommendations rather than autonomous actions, Hawkeye helps teams from startups to enterprises reduce time spent on alert triage and root cause analysis. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#llm](https://daily.dev/tags/llm), [#observability](https://daily.dev/tags/observability), [#sre](https://daily.dev/tags/sre) [View this post on daily.dev](https://daily.dev/posts/gou-rao-on-agentic-systems-in-devops-fizbdqilg)