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AI DevOps Project #1 - Kubernetes AI Troubleshooting Agent

1 Views· 05/28/26
wisdom
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Useful links for the video:
- Getting started with InsForge - https://go.insforge.dev/abhishekveeramalla
- GitHub Repo - https://github.com/iam-veerama....lla/AI-DevOps-Kubern

In this video, I build an AI Kubernetes Agent from scratch that can automatically troubleshoot Kubernetes problems like a real DevOps engineer. When something breaks in Kubernetes, engineers usually spend hours checking logs, debugging pods, inspecting deployments, and hunting for the root cause.

So I asked myself:
What if an AI agent could do this automatically?

Instead of building another basic demo, we’re creating a real AI-powered DevOps system that investigates production-like Kubernetes failures and helps engineers understand exactly what went wrong.

🔥 In this project, I intentionally break Kubernetes with real-world issues like:
✅ Pod failures
✅ Image pull errors
✅ Resource & memory issues
✅ Networking problems
✅ Deployment failures

Then we build an AI agent that can:

🧠 Understand the issue
🔍 Investigate the Kubernetes cluster
📋 Explain the root cause
⚡ Suggest fixes engineers can apply

This is not just another tutorial.

You’ll see the full process of building an actual DevOps product from scratch using AI + Kubernetes + cloud-native technologies in a practical, beginner-friendly way. For the backend and authentication layer, I’ll also use InsForge as part of the implementation for:
⚡ Authentication
⚡ Backend APIs
⚡ Realtime updates
⚡ Investigation history storage

By the end of this video, we’ll have a working AI Kubernetes Troubleshooting Agent that can assist engineers during incidents and reduce debugging time dramatically.

Join our Discord for Career Guidance:
www.youtube.com/abhishekveeramalla/join

Free Course on the channel
==============================
- Free DevOps Playlist: https://www.youtube.com/playli....st?list=PLdpzxOOAlwv
- AWS Zero to Hero Playlist: https://www.youtube.com/playli....st?list=PLdpzxOOAlwv
- Azure Zero to Hero Playlist: https://www.youtube.com/playli....st?list=PLdpzxOOAlwv
- Terraform Zero to Hero Playlist: https://www.youtube.com/playli....st?list=PLdpzxOOAlwv
- Python for DevOps Playlist: https://www.youtube.com/playli....st?list=PLdpzxOOAlwv

About me:
========
Instagram: https://www.instagram.com/abhi....shekveeramalla_offic
Telegram Channel : https://t.me/abhishekveeramalla
LinkedIn: https://www.linkedin.com/in/abhishek-veeramalla
GitHub: https://github.com/iam-veeramalla
Medium: https://abhishekveeramalla-av.medium.com/

Disclaimer: Unauthorized copying, reproduction, or distribution of this video content, in whole or in part, is strictly prohibited. Any attempt to upload, share, or use this content for commercial or non-commercial purposes without explicit permission from the owner will be subject to legal action. All rights reserved.

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