The demand to extend applications to the edge has never been greater. From retail shops to industrial and manufacturing sites, there's a need to create, consume, and store data at the edge. Deploying applications at the edge comes with a set of physical constraints, but also with the need to deliver a truly cost-efficient and resilient architecture. When building applications at the edge, you must consider the needs of the individual site as well as the cost to deploy, manage, and maintain applications across multiple edge locations.The good news is that Red Hat OpenShift is evolving to meet t
The speed of innovation in large language models (LLMs) is astounding, but as enterprises move these models into production, the conversation shifts - it’s no longer just about raw scale; it’s about per-token efficiency and smart, targeted compute use.Simply put, not all prompts require the same level of reasoning. If a user has a simple request, like, "What is the capital of North Carolina?" a multi-step reasoning process required for say, a financial projection, isn’t necessary. If organizations use heavyweight reasoning models for every request, the result is both costly and inefficie
EasyEffects is the open-source application formerly known as PulseEffects that transitioned to using native PipeWire filters for providing simple audio effects on the Linux desktop. EasyEffects makes it easy to apply different audio effects like bass enhancer, compressor, pitch shift, reverberation, and many more. With this week's release of EasyEffects 8.0, the user interface has been rewritten in Qt / QML / Kirigami rather than GTK4...