Building Ephemeral Preview Environments for Every Pull Request
- Best Practices & Patterns, CI/CD Pipelines, Containers & Docker, DevOps Tools, Kubernetes
- January 9, 2026

This guide walks through setting up a local Kubernetes cluster, installing Kubeflow, and running an end-to-end ML pipeline (training and serving) with Kubeflow Pipelines and KServe. We’ll use a scikit-learn model example and show commands and sample outputs at each step. All commands are run on a Linux or macOS terminal unless noted otherwise.
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This guide shows how to install and run DeepSeek on Ubuntu or RHEL/CentOS using the simplest methods (Docker or prebuilt binaries). You’ll learn to download the model, run a prompt, and verify output.
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Microsoft has just announced a milestone: the Windows Subsystem for Linux (WSL) is now open-source. At Build 2025, the company confirmed that the WSL codebase has been published on GitHub, allowing anyone to download, build, and modify it. In the official announcement, Microsoft wrote “the code that powers WSL is now available on GitHub … and open sourced to the community”.
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Keeping disk pressure under control is a day-to-day chore for cluster admins. Left unchecked, old container images, completed builds, logs and stray volumes will quietly eat through node storage and the internal registry PVC, eventually triggering pod evictions or broken pushes. This post walks through a layered strategy for reclaiming and preventing waste—starting with the integrated image registry and ending with node-level log rotation.
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