Remediator Agent for Kubernetes – AI-Powered Policy Remediation

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2025-10-28 ~1 min read nirmata.com #nirmata #kubernetes

⚡ TL;DR

Remediator Agent for Kubernetes – AI-Powered Policy Remediation What Is the Remediator Agent? Why We Built Remediator How The Remediator Agent Works Flexible Deployment Options What Makes the Remediator Agent Different Try Remediator Agent Today Kubernetes gives teams incredible power and flexibility—but it’s also noisy. Every day, platform and security teams encounter a flood of policy violations, including missing resource limits, insecure container settings, deprecated APIs, and more.

📝 Summary

Remediator Agent for Kubernetes – AI-Powered Policy Remediation What Is the Remediator Agent? Why We Built Remediator How The Remediator Agent Works Flexible Deployment Options What Makes the Remediator Agent Different Try Remediator Agent Today Kubernetes gives teams incredible power and flexibility—but it’s also noisy. Every day, platform and security teams encounter a flood of policy violations, including missing resource limits, insecure container settings, deprecated APIs, and more. Fixing them typically means opening a ticket, chasing down the right developer, or manually editing manifests—wasting time and increasing mean time to remediate (MTTR). What if instead of endless firefighting, your system could spot a violation and propose the fix—automatically ? That’s precisely what the Remediator Agent does. The Remediator Agent is an AI-powered remediation engine for Kubernetes that integrates directly with Kyverno and Nirmata Control Hub (NCH). It bridges the gap between policy detection and automated action , helping teams reduce manual work while maintaining their clusters’ compliance and security. With Kyverno and NCH, you already get powerful policy-as-code and cluster-wide visibility into policy violations. But visibility alone doesn’t solve the problem; it just exposes it. Teams kept asking: “Can you just fix this for me?” “Can you open the PR so I don’t have to?” “Can we run this across multiple clusters without breaking GitOps?” The Remediator Agent answers these with AI-assisted remediation that works hand-in-hand with your existing GitOps workflows – and most importantly, helps teams dramatically reduce MTTR. Think of Remediator as the missing link between detection and action: Watch: The agent continuously detects policy violations. Understand: AI interprets the violation, the resource, and the policy intent. Propose: It generates a clean diff, the actual lines to change, and explains why.