Generative AI for Platform Engineering - K8s, Talos Linux,GitOps & Agent Skills

Muthukumaran Navaneethakrishnan and

Hari Balaji M K

Muthukumaran Navaneethakrishnan and

Hari Balaji M K

An enterprise-focused guide to building a safe, governed AI SRE agent skill that reviews Kubernetes platforms on Talos Linux. Read-only by default, auditable, and grounded in evidence rather than guesswork.

Muthukumaran Navaneethakrishnan and

Hari Balaji M K

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About the Book

This book is about bringing Generative AI into enterprise Kubernetes operations responsibly. It focuses on one concrete outcome: an AI agent skill that can review a Kubernetes platform running on Talos Linux and help an SRE or platform team understand its health, its risks, and its remediation options — without ever acting recklessly against production.

The work is built on the guardrails enterprises actually require. The agent is read-only by default, asks which cluster it is operating against, shows every command before it runs, and keeps an auditable path before any change reaches the platform. You build it incrementally against local, Docker-based Talos clusters — immutable, API-driven, no SSH — and the same patterns carry through to staging, production, and eventually a fleet of clusters.

Across the chapters the agent learns to assess cluster health and reliability, detect security drift and certificate risk, produce a platform maturity report, and propose fixes through GitOps. The goal is not an AI that "runs your cluster" — it is a careful, evidence-grounded teammate a platform team can trust. This is an evolving book, updated as the tooling and the practices around it mature.

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About the Authors

Muthukumaran Navaneethakrishnan

Muthukumaran Navaneethakrishnan has over 20 years of experience as a software developer, working with languages such as Java, JavaScript, Clojure, and Golang. Even as he serves in roles such as engineering manager and architect, he continues to engage daily in coding, demonstrating his enduring passion for hands-on software development. His work has been featured by prominent publishers like Leanpub, O'Reilly, and Manning.

In the open-source community, Muthukumaran is highly active, contributing to projects like Spring AI and developing numerous other libraries. He is dedicated to creating proof of concepts, reviewing codebases to enhance scalability, performance, and security, and building tools that improve the developer experience. He specializes in quickly resolving urgent issues, ensuring systems are both robust and efficient.

Hari Balaji M K

Hari Balaji M K is a rare technologist—combining the depth of a true subject matter expert with the strategic vision and interpersonal authority of a senior leader. With over 18 years of experience driving Digital transformations across enterprise systems and Telco BSS/OSS, Hari has earned a reputation as a visionary technology advisor to Senior Executives, renowned for his uncanny ability to predict major technology shifts before they happen.Currently, he serves as a trusted advisor on cutting-edge advancements in Multi-Cloud Transformation, Cloud-Native architectures, IoT,AI/ML, and AR/VR.

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