{"slug": "i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root", "title": "I'm creating opensource AWS DevOps Agent for SRE on-call engineers LLM root-cause hypothesis).", "summary": "A developer has built an open-source AWS DevOps agent for SRE on-call engineers that automatically gathers context when a Kubernetes alert fires and sends an LLM-generated root-cause hypothesis to Telegram, complete with supporting evidence and a way to verify if the hypothesis is wrong. The tool is designed to be read-only and never modify the cluster, and in its first run on a real EKS cluster it cost 13 cents. In testing, the local model scored 5 out of 7 on tricky scenarios while the cloud model got 6 out of 6.", "body_md": "Day 1/100. \n\nFor the past two months, I’ve been building an open-source tool for on-call engineers in my spare time. When a Kubernetes alert fires, it automatically gathers context and sends a hypothesis about the \"why\" to Telegram, complete with evidence and a way to verify if the hypothesis is incorrect. By design, it doesn't touch anything in the cluster. Yesterday, I ran it on a real EKS cluster for the first time; the cost was 13 cents. I measured accuracy honestly: the local model got 5 out of 7 right on tricky scenarios, while the cloud model got 6 out of 6.\n\n**I’m asking for one of two things:** if you use Kubernetes and handle on-call duties, I’d love a 25-minute chat about your most recent overnight incident. Alternatively, you could install and break it, it’s a single `helm install` command (link in the comments).\n\n⭐ I’m not asking for star on GitHub, I’m asking for **your any opinion**.", "url": "https://wpnews.pro/news/i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root", "canonical_source": "https://dev.to/maxuver/im-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root-cause-hypothesis-2gk9", "published_at": "2026-09-14 16:22:22+00:00", "updated_at": "2026-09-14 16:55:37.436936+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "mlops", "ai-infrastructure", "developer-tools"], "entities": ["Kubernetes", "AWS", "EKS", "Telegram", "GitHub"], "alternates": {"html": "https://wpnews.pro/news/i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root", "markdown": "https://wpnews.pro/news/i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root.md", "text": "https://wpnews.pro/news/i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root.txt", "jsonld": "https://wpnews.pro/news/i-m-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root.jsonld"}}