Once organizations move beyond experimenting with a small handful of large language models (LLMs), the limits of manual model deployment become clear. What may work for early testing and development quickly turns inefficient, expensive, and difficult to scale. As the number of models, variants, and versions grow, teams are left not only managing increasing operational complexity, but also determining which GPU resources are the best fit for each workload.This challenge often turns into a kind of hardware-model Tetris. Most enterprises operate with a diverse mix of GPU infrastructure, from cutt
We recently announced the general availability (GA) of managed identity and workload identity for Microsoft Azure Red Hat OpenShift clusters. With this, users benefit from short-lived, limited permission credentials that enhance security and reduce operational overhead that may otherwise come with longer lived credentials such as service principals.Now, we’d like to call attention to a significant enhancement to the cluster creation process. A fully integrated portal experience for deploying managed identity-based Azure Red Hat OpenShift clusters is now available.Simplicity and speed: Deploy
Over the past year the FreeBSD project has been making much progress on making it more viable to run this BSD operating system on laptop hardware. They have worked on better graphics driver support, improved power management / suspend, making sure audio is working, and even rolling out a KDE desktop option from the FreeBSD OS installer to ease the deployment on desktops. While that engineering work continues, they are also working now to make it easier to summarize laptop hardware working or not on FreeBSD...