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Canonical announces fully Managed Kubeflow AI operations platform on the Microsoft Azure Marketplace. Canonical, the publisher of Ubuntu, today announced the general availability (GA) of Managed Kubeflow on the Microsoft Azure Marketplace. This solution enables AI teams to get a fully managed, production-ready MLOps platform in their own tenant. Upstream Kubeflow is a powerful tool for machine learning, but it remains notoriously challenging to deploy and maintain. Organizations often find that their high-value data science teams waste a considerable portion of their capacity on infrastructure maintenance. Day-2 operations, such as manual upgrades and complex security patching, frequently stall model delivery and inflate operational costs. Canonical Managed Kubeflow solves these challenges by giving enterprise and startup AI teams a fully operational, open source MLOps platform in under an hour - managed 24/7 by Canonical's engineers - so data scientists can focus entirely on models rather than infrastructure. Table of Contents Enterprise-grade control and data governance. Managed Kubeflow on Azure removes the burden of monitoring and maintenance from platform engineering teams. Canonical's expert engineers provide 24/7 management, including seamless version upgrades. The platform is built on the following core pillars: * In-tenancy deployment: The service runs entirely in-tenancy within the customer's Azure Virtual Network (VNet). Proprietary models and training data never leave the customer's security perimeter. * Single Sign On: Native integration with Microsoft Entra ID, Okta or any other OpenID Connect (OIDC) compliant identity provider provides teams with securely designed, centralized authentication and access control. * Portability and control: Built on proven upstream Kubeflow, MLFlow and KServe, the platform ensures total portability as both the underlying application and automation code are open source. Your investment can travel with you if your strategy shifts toward hybrid or multi-cloud environments. Accelerating Kubeflow time-to-value. The service is available directly via the Azure Marketplace as a transactable listing. Every subscription decrements a customer's Microsoft Azure Consumption Commitment (MACC) on a 1-for-1 basis. This enables startups and large enterprises to bypass lengthy procurement cycles and deploy using existing Azure commitment. The platform scales effortlessly to accommodate a diverse range of enterprise workload demands. Users can deploy lightweight environments for rapid prototyping and initial testing phases. For critical production workloads, built-in High Availability (HA) guarantees enhanced system reliability. The service runs natively inside the robust Azure Kubernetes Service (AKS) environment. Administrators can configure independent worker pools featuring auto-scaling capabilities. Depending on your use case the service enables you to allocate cost-effective CPUs for development tasks and powerful GPUs for intensive model training. This optimizes Azure spend while simultaneously accelerating workflow performance. For AI and data executives, the service solves the challenge of needing to staff specialized MLOps teams before achieving product-market fit. It combines flexibility with the reliability required for production-grade AI projects, all while ensuring data governance, significantly lowering the barrier to innovation Get started with Managed Kubeflow on Azure. Managed Kubeflow on Azure is available now on the Azure Marketplace. Organizations can deploy the service directly from the Azure Marketplace to begin scaling their AI operations immediately: Additional resources. About Canonical. Canonical, the publisher of Ubuntu, provides open source security, support, and services. Its portfolio covers critical systems, from the smallest devices to the largest clouds, from the kernel to containers, from databases to AI. With customers that include top tech brands, emerging startups, governments, and home users, Canonical delivers trusted open source for everyone. Learn more at https://canonical.com/ Loading... August 1, 2024 Run an MLOps toolkit within a few clicks on a major public cloud Canonical is proud to announce that Charmed Kubeflow is now available as a software appliance on the Amazon Web Services (AWS) marketplace. With the appliance, users can now launch and manage their machine learning workloads hassle-free using... April 12, 2023 Kubeflow is a cloud-native, open source machine learning operations (MLOps) platform designed for developing and deploying ML models on Kubernetes. Kubeflow helps data scientists and machine learning engineers run the entire ML lifecycle within one tool. Charmed Kubeflow is Canonical's official distribution of Kubeflow. The key benefits of Charmed Kubeflow... March 12, 2025

Ubuntu 26.10 development officially begins as 'stonking Stingray' takes shape. on May 12, 2026 Canonical has officially kicked off development planning for Ubuntu 26.10, the next interim release of the popular Linux distribution. Codenamed "Stonking Stingray," the release is scheduled to arrive on October 15, 2026, continuing Ubuntu's predictable six-month development cycle. Although Ubuntu 26.10 is still in the early planning stages, the release roadmap already offers hints about what users can expect from the next generation of Ubuntu. A new interim release after Ubuntu 26.04 LTS. Ubuntu 26.10 follows the recently released Ubuntu 26.04 LTS "Resolute Raccoon", which introduced major platform changes including Linux 7.0, GNOME 50, Wayland-only sessions, and expanded TPM-backed security features. Unlike the LTS release, Ubuntu 26.10 will be a short-term support release, receiving updates for nine months instead of the five years offered by LTS editions. These interim releases are typically used to introduce newer technologies and prepare the groundwork for future long-term Ubuntu versions. The "stonking Stingray" Codename. Canonical confirmed that Ubuntu 26.10 will carry the codename "Stonking Stingray." As with previous Ubuntu releases, the codename follows the project's long-running naming convention using: * An adjective * An animal beginning with the same letter The playful naming tradition remains one of Ubuntu's most recognizable characteristics. Development schedule already published. Canonical has already published the preliminary roadmap for Ubuntu 26.10 development. Major milestones currently include: * Feature Freeze: August 20, 2026 * Beta Release: September 24, 2026 * Kernel Freeze: October 1, 2026 * Final Release: October 15, 2026 The toolchain upload process reportedly began in late April, officially opening the development cycle. Expected technologies in Ubuntu 26.10. While Canonical has not yet finalized the complete feature set, several components are widely expected based on current development schedules. Ubuntu 26.10 is likely to ship with GNOME 51, which is expected to be released roughly one month before Ubuntu 26.10 itself. This would continue Ubuntu's strategy of tracking recent GNOME desktop releases in interim versions. Linux Kernel 7.2 or 7.3 Reports suggest Ubuntu 26.10 may include either: * Linux kernel 7.2 * Or potentially Linux 7.3 depending on release timing As always, the chosen kernel version will depend on upstream release schedules and freeze deadlines. Expanded AI Features One of the most discussed aspects of Ubuntu 26.10 is Canonical's growing interest in AI integration. Canonical executives recently outlined plans for: * Local AI inference tools * Optional AI-assisted workflows * Accessibility enhancements powered by AI * "Agentic" automation features for troubleshooting and system management Importantly, Canonical emphasized that these features will remain: * Strictly opt-in * Privacy-focused * Based primarily on local processing rather than cloud services Ubuntu 26.10 may become the first Ubuntu release to preview some of these AI capabilities. Wayland and modernization continue. Ubuntu's broader modernization efforts are also expected to continue in 26.10. Recent Ubuntu releases have already: * Fully removed X11 sessions * Adopted Wayland-only desktop environments * Expanded TPM-backed security * Replaced older system utilities with Rust-based alternatives Ubuntu 26.10 will likely continue refining these changes rather than introducing entirely new architectural shifts. Who Ubuntu 26.10 is for. As an interim release, Ubuntu 26.10 primarily targets: * Linux enthusiasts * Developers * Users wanting newer software stacks * Hardware testers and early adopters Users who prioritize maximum stability generally remain on LTS releases instead. Still, interim releases often preview technologies that later become foundational in future Ubuntu LTS versions. What happens next. At this stage, Ubuntu 26.10 is still early in development. Over the next several months, Canonical and the Ubuntu community will: * Merge new packages and toolchain updates * Finalize desktop and kernel versions * Test hardware compatibility * Stabilize upcoming AI integrations and system changes Daily builds and testing snapshots are expected to appear throughout the summer. Conclusion. The start of Ubuntu 26.10 planning marks the beginning of another fast-moving Ubuntu development cycle. While the release is still months away, early details already point toward a modernized Linux desktop featuring GNOME 51, newer Linux kernels, and Canonical's first serious experiments with optional AI integration. For Ubuntu users who enjoy testing the latest technologies, "Stonking Stingray" is shaping up to be one of the more interesting interim releases in recent years. George Whittaker is the editor of Linux Journal, and also a regular contributor. George has been writing about technology for two decades, and has been a Linux user for over 15 years. In his free time he enjoys programming, reading, and gaming.