If you read the first part of this article, you already know that physical AI isn't just another wave of automation. You saw how intelligent systems are solving real problems in operations, security, and maintenance in ways that traditional robotics simply can't. And you were introduced to the loop that makes it all work: perceive, reason, act.In this second part, we go deeper. We look at why AI is such a transformative ingredient for robotics specifically, why edge computing isn't an optional add-on but a hard requirement, and how Red Hat helps organizations build the open, enterprise-grade f
In our previous post, we talked about the API key lifecycle in MaaS. In this article, we'll set up the governance layer those keys bind to, focusing on 2 core controls: managing token quotas (via MaaSSubscription) and defining model access rules (via MaaSAuthPolicy).Models-as-a-Service (MaaS), an integrated component of Red Hat Openshift AI, aims to give enterprises a flexible GitOps friendly way to set up their policy framework.Both attach to models through a MaaSModelRef:MaaSSubscription defines how much a user can consume in a given time window.MaaSAuthPolicy defines which models a user is
NetworkManager 1.58 is out today with the latest feature enhancements for bettering wired and wireless network management on Linux...
With Intel's next-generation Xeon Diamond Rapids processors not slated to launch until next year and with AMD EPYC Venice being right around the corner, Intel announced today that with upcoming BIOS updates they will be expanding the range of RDIMM and MRDIMM memory support for current-generation Xeon 6 and Xeon 6+ processors...
While AMD ROCm 7.14 released last week as the first production release built off TheRock, there is already more to look forward to moving into the future with the AMD ROCm stack... In particular, SPIR-V with ROCm becoming a reality for unified binaries that can work across graphics architectures/targets, better portability across GPU hardware, and other improvements to the experience in targeting a unified IR...
The GNOME project is changing its handling of security reports due to the influx of AI/LLM-generated security findings...
My testing of the in-development Linux 7.2 kernel continues in the lab. One of the latest promising findings from this kernel that will be released as stable in August is faster Intel Xe3 graphics performance on Core Ultra Series 3 "Panther Lake" hardware.
Some extremely cool patches were posted to the Linux kernel mailing list on Sunday. The patches for "KNOD" allow for in-kernel network offloading to GPUs with an initial focus on AMD GPU support. What makes this all the more nifty is that it doesn't depend upon any user-space libraries like AMD ROCm but is all handled in-kernel with driving the GPU directly...
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