--- title: "Kale 2.0: A new chapter for an old idea" url: https://daily.dev/posts/kale-2-0-a-new-chapter-for-an-old-idea-92n0fns3h source_url: https://blog.kubeflow.org/kale-2.0-release type: article source: "Kubeflow" published: 2026-05-11T15:25:52.476Z updated: 2026-05-11T15:26:21.844Z tags: ["machine-learning", "python", "kubernetes", "jupyter", "mlops"] reading_time: 5 upvotes: 27 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Kale 2.0: A new chapter for an old idea **[Kubeflow](https://daily.dev/sources/kubeflow)** · 5 min read · 27 upvotes · 0 comments ## Summary Kale 2.0 has been officially released as part of the Kubeflow ecosystem. Originally a graduate thesis project turned startup product, Kale enables data scientists to build and run ML pipelines directly from Jupyter notebooks. The 2.0 release brings full KFP v2 compatibility with a rewritten backend, a modernized JupyterLab 4 extension, a new documentation site, and usability improvements. The author reflects on the project's revival and outlines its future direction: deeper integration with the Kubeflow SDK and JupyterLab's evolving ecosystem, including AI-assisted pipeline authoring via Jupyter AI. A Google Summer of Code 2026 project will explore low-code, in-notebook orchestration of multiple notebooks. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Kubeflow unveils new cloud native innovations to supercharge AI](https://daily.dev/posts/kubeflow-unveils-new-cloud-native-innovations-to-supercharge-ai-j6rwmavmb) · CNCF · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#kubernetes](https://daily.dev/tags/kubernetes), [#jupyter](https://daily.dev/tags/jupyter), [#mlops](https://daily.dev/tags/mlops) [View this post on daily.dev](https://daily.dev/posts/kale-2-0-a-new-chapter-for-an-old-idea-92n0fns3h)