If you’ve been reading our recent automotive blogs and white papers, you know that the automotive industry is highly complex and regulated, especially when it comes to functional safety and cybersecurity. Standards and consortiums help ensure that companies provide a common framework and follow compatibility and interoperability approaches. Usually, these standards define constraints in how specific components and systems are designed or how they should work together.

Canonical is happy to announce that Charmed Kubeflow 1.7 is now available in Beta. Kubeflow is a foundational part of the MLOps ecosystem that has been evolving over the years. With Charmed Kubeflow 1.7, users benefit from the ability to run serverless workloads and perform model inference regardless of the machine learning framework they use.

Welcome to the final post of this three-part series on real-time Linux. As market adoption of real-time computing continues to rise, real-time in the Linux kernel is emerging as a valuable solution on the software side. A real-time Linux kernel on its own, however, will not necessarily make a system real-time. We clarified this point in Part I and listed the common misconceptions and stack components.

Canonical is excited to announce it is now an official member of the Eclipse Software Defined Vehicle Working Group (SDV WG). Eclipse SDV focuses on software-defined vehicles (SDVs) and pushes innovations in automotive-grade solutions using open-source software. By offering an open technology platform, automotive companies can use and integrate open standards and powerful developer experience for their own software development.

After ChatGPT took off, the AI/ML market suddenly became attractive to everyone. But is it that easy to kickstart a project? More importantly, what do you need to scale an AI initiative? MLOps or machine learning operations is the answer when it comes to automating machine learning workflows.

Why do we need a VPN server? A VPN (Virtual Private Network) server is a network server that allows users to create a secure and encrypted connection to another network over the internet. Here are some reasons why we need a VPN server.

Welcome to this three-part mini-series on real-time Linux. In Part I, we set the stage for the remainder of the series by defining a real-time system, and went through common misconceptions. We also covered the broad market applications of a real-time Linux kernel. Several applications across a wide range of use cases and verticals require real-time computing capabilities. Sectors like industrial automation, energy and transportation have strict precision requirements for their systems.