Operations | Monitoring | ITSM | DevOps | Cloud

One of the most critical gaps in traditional Large Language Models (LLMs) is that they rely on static knowledge already contained within them. Basically, they might be very good at understanding and responding to prompts, but they often fall short in providing current or highly specific information. This is where RAG comes in; RAG addresses these critical gaps in traditional LLMs by incorporating current and new information that serves as a reliable source of truth for these models.

I’ve written about the EU Cyber Resilience Act (CRA) on our Canonical blog a few times now, and I think now’s the perfect time to talk about the implications of this new regulation and what it means for IoT and device manufacturers on the practical level of how they design and build Products with Digital Elements (PDEs).

Time is running out to be in full compliance with the EU Cyber Resilience Act, and we’re helping developers and manufacturers understand how to do just that. Here’s what we’ve been up to since March in helping the wider community understand how to meet the CRA head-on.

Identity management is vitally important in cybersecurity. Every time someone tries to access your networks, systems, or resources, it’s critical that you are verifying that these attempts are valid and legitimate, and that they match a real, authenticated user. The way that this tends to be handled in cyber security is through Identity and Access Management (IAM), most commonly by using third-party Identity Providers (IdPs).

One of my favourite authors, Douglas Adams, once said that “we are stuck with technology when what we really want is just stuff that works.” Whilst Adams is right about a lot of things, he got this one wrong – at least when it comes to infrastructure. As our Infra Masters 2025 event demonstrated, infrastructure is the technology that makes everything work – from managing a satellite in outer space, to, say, livestreaming an event.

Today, Android Automotive OS (AAOS) is the preferred operating system for in-vehicle infotainment among major carmakers. AAOS is a fully functional infotainment platform that supports various applications, features and services, similar to what people are used to on their Android phone. AAOS helps developers create new applications and features that enhance the driving experience, which has resulted in a rapidly growing ecosystem of compatible apps and services.

Software for Open Networking in the Cloud (SONiC) is an open-source network operating system that has revolutionized data center networking. Originating as a Microsoft-led initiative in the Open Compute Project (OCP) in 2016, SONiC has rapidly gained traction among hyperscalers and switch hardware vendors, including Broadcom, Cisco, and NVIDIA. By building its services using containerized microservices, SONiC brings flexibility, scalability, and modularity to network infrastructure.

We are thrilled to announce the release of Charmed Kubeflow 1.10, Canonical’s latest update to the widely-adopted open source MLOps platform. This release integrates significant improvements from the upstream Kubeflow 1.10 project, while also bringing a suite of additional capabilities targeted towards enterprise deployments. Charmed Kubeflow 1.10 empowers machine learning practitioners and teams to operationalize machine learning workflows more efficiently, securely, and seamlessly than ever.

Data is essential for gaining a competitive advantage in business. It has the power to reveal new insights that offer opportunities for profit, efficiency, and operational scaling. This is why organizations of all sizes and industries are eager to leverage data for an edge in the marketplace. However, working with data can be challenging for many businesses due to various obstacles like database storage scalability, security, and compliance.

Choosing the right Container Network Interface (CNI) for Kubernetes is critical to achieving optimal performance, security, and scalability. With the launch of Canonical Kubernetes LTS (long-term support) last month, Canonical decided to integrate Cilium as the default CNI in order to reflect our commitment to delivering a modern, security-maintained, high-performance Kubernetes experience.