--- title: "What Are Agentic Runbooks? Automated Remediation for Kubernetes" url: https://daily.dev/posts/what-are-agentic-runbooks-automated-remediation-for-kubernetes-uya5kvybt source_url: https://cast.ai/blog/agentic-runbooks type: article source: "Cast AI" published: 2026-05-18T10:36:23.231Z updated: 2026-05-18T10:37:01.509Z tags: ["kubernetes", "finops"] reading_time: 12 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. # What Are Agentic Runbooks? Automated Remediation for Kubernetes **[Cast AI](https://daily.dev/sources/castai)** · 12 min read · 0 upvotes · 0 comments ## Summary Agentic runbooks are AI-powered automation systems that continuously observe Kubernetes cluster state, make autonomous remediation decisions, and verify outcomes without human intervention. Unlike traditional automated runbooks that execute predefined scripts, agentic runbooks reason about context and handle multi-step recovery workflows end to end. Three key scenarios are covered: OOM event handling (auto-adjusting memory limits), Spot instance interruption recovery (provisioning replacements within the 30-second warning window), and node consolidation/bin-packing (continuous loop to reclaim idle compute). Effective agentic runbooks require observability, write-level actuation, and post-fix verification. Cast AI's Application Performance Automation (APA) platform implements these as closed-loop workflows, with customers reporting 40–70% cloud cost reductions and up to 80% fewer incidents requiring human intervention. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Agentic Operations for Kubernetes: AI Agents Replacing Manual K8s Management](https://daily.dev/posts/agentic-operations-for-kubernetes-ai-agents-replacing-manual-k8s-management-unlr4pesj) · Cast AI · 1 upvotes · 0 comments - [Agentic AI in DevOps: From Automation to Autonomous Operations](https://daily.dev/posts/agentic-ai-in-devops-from-automation-to-autonomous-operations-fd4cxntwg) · Medium · 0 upvotes · 0 comments - [Your runbooks are obsolete in the age of agents](https://daily.dev/posts/your-runbooks-are-obsolete-in-the-age-of-agents-abpxklhzy) · Stack Overflow Blog · 3 upvotes · 0 comments - [From PagerDuty to ‘Agentic Ops’: The Rise of Self-Healing Kubernetes](https://daily.dev/posts/from-pagerduty-to-agentic-ops-the-rise-of-self-healing-kubernetes-rikv5hbrf) · Cloud Native Now · 1 upvotes · 0 comments --- Tags: [#kubernetes](https://daily.dev/tags/kubernetes), [#finops](https://daily.dev/tags/finops) [View this post on daily.dev](https://daily.dev/posts/what-are-agentic-runbooks-automated-remediation-for-kubernetes-uya5kvybt)