devops

29 posts in devops

Instant Rollbacks On-Prem & Edge with Jozu + KitOps

Learn how to implement instant ML model rollbacks using KitOps ModelKits. This guide covers three playbooks for Kubernetes, GitOps, and edge deployments that turn rollbacks into simple tag flips—reducing MTTR, limiting blast radius, and eliminating the need for image rebuilds.

KitOps - 11 min read

Stop Rebuilding Docker Images: Deploy ML Models at Scale with Argo and KitOps

Learn how to run scalable ML inference with Argo Workflows and KitOps ModelKits. Deploy models without rebuilding Docker images using Jozu Hub governance.

KitOps - 17 min read

How to Deploy ML Models Like Code: A Practical Guide to KitOps and Flux CD

Learn how to use Flux CD and KitOps together to create repeatable, shareable, and scalable ML deployment workflows using GitOps principles for production-ready AI/ML applications.

KitOps - 8 min read

What’s Wrong with Your Kserve Setup (and How to Fix It)

ai - 6 min read

Frequently Asked Questions: A Deep Dive into Jozu and KitOps

We had an incredible time at KubeCon India! Many attendees asked thoughtful questions about Jozu’s architecture, deployment options, and integration capabilities. In this post, we address the most common questions about on-premises deployment, security, workflows, and how KitOps compares to other tools.

devops - 17 min read

Scalable ML Deployments Made Simple with KitOps and Kubernetes (No Hardware Required)

Learn how to streamline ML deployments using KitOps and Kubernetes. This comprehensive guide walks through packaging models into portable ModelKits and deploying them to Kubernetes clusters for scalable production environments.