📁 Hardware

This Hardware archive tracks the practical side of local AI infrastructure: GPUs, NPUs, mini PCs, edge accelerators, memory bandwidth, and power efficiency tradeoffs that directly impact LLM inference quality. We prioritize benchmark-backed updates and deployment notes useful for real build decisions, from compact home labs to enterprise pilot clusters. Use this stream to compare total cost of ownership, thermal constraints, and model-fit scenarios across current devices, then deepen with our hardware pillar guide and connected LLM coverage.

Rumors suggest Nvidia is developing the RTX 5050 with 9GB of GDDR7 VRAM on a 96-bit bus, alongside an RTX 5060 with a cut-down GB205 GPU. The new cards could target entry-level market segments, offering a more accessible option for consumers.

2026-03-05 Fonte

Despite initial issues with open-source drivers, Intel's GMA500 driver, created to support PowerVR SGX graphics hardware (code-named Poulsbo), continues to receive updates in the Linux kernel, almost twenty years after its introduction. An example of persistence in the open-source world.

2026-03-05 Fonte

An international team has created a high-resolution 3D atlas of ant morphology, called Antscan. Using a particle accelerator, researchers digitized 792 ant species, making detailed 3D models of exoskeletons, muscles, and internal organs accessible online. This resource opens new perspectives for scientific research, education, and engineering.

2026-03-05 Fonte

Micron has announced SOCAMM2, a new 256GB memory module designed for AI servers. The new technology allows scaling memory up to 2TB per CPU, enhancing the performance of artificial intelligence applications. This solution is particularly relevant for workloads requiring high memory capacity and bandwidth.

2026-03-05 Fonte

Broadcom and TSMC are collaborating on chips for artificial intelligence applications, leveraging 3.5D integration. This strategic move could position Broadcom as a direct competitor to Nvidia in the high-performance ASIC (Application-Specific Integrated Circuit) market, offering new options for AI workloads.

2026-03-05 Fonte

The new Nvidia driver 595.71 appears to introduce overclocking limitations on some GeForce graphics cards, particularly the RTX 40 and 50 series. Not all GPUs are affected, but the driver release seems problematic for those aiming to maximize hardware performance.

2026-03-04 Fonte

The US Department of Defense is reverse-engineering Iranian-made Shahed drones. The goal is to better understand asymmetric warfare tactics and develop countermeasures, particularly through the use of AI-controlled drone swarms within the LUCAS project.

2026-03-04 Fonte

Nvidia and MediaTek are investing in new optics technologies for AI data centers. These investments aim to improve the performance and energy efficiency of the computing infrastructures required for training and inference of artificial intelligence models. The evolution of optical interconnects is crucial to manage the increasing bandwidth demand in modern data centers.

2026-03-04 Fonte

Linux benchmarks on Intel's new Xe3 B390 GPUs (Panther Lake architecture) show improvements in OpenGL, Vulkan, and OpenCL performance compared to previous generations. Performance analysis using Intel Rendering Toolkit and OpenVINO for AI workloads, comparing results with Lunar Lake and Meteor Lake.

2026-03-03 Fonte

Rumors suggest the Nvidia RTX 5070 mobile GPU might get a VRAM boost, from 8GB to 12GB. This news comes amid an ongoing global memory crisis, raising questions about Nvidia's strategies for the mobile sector and the availability of its Blackwell chips.

2026-03-03 Fonte

Apple announced the new Fusion Architecture with the M5 Pro and M5 Max SoCs, featuring a next-generation GPU. This architecture promises significant improvements in graphics performance, opening new possibilities for professional applications and gaming.

2026-03-03 Fonte
📁 Hardware AI generated

Intel Preps Xe3 Code for Linux 7.1 Kernel

Intel has sent a "drm-xe-next" pull request to DRM-Next for the Linux 7.1 kernel, containing improvements to the Xe graphics driver. These updates are intended for integration into the DRM-Next branch and aim to enhance the performance and stability of Intel's graphics drivers.

2026-03-03 Fonte

KDDI and AVITA are collaborating to develop AI humanoids for customer service, combining physical interaction with artificial intelligence. The initiative aims to address operational gaps due to workforce reduction, integrating advanced avatars with high-capacity communication infrastructures. Initial trials are planned for autumn 2026.

2026-03-03 Fonte