A durable time‑to‑market advantage in hardware development comes from deliberately designing for scale from day one.

The latest Area-51 desktop from Alienware centers around AMD’s Ryzen 7 9800X3D, an 8-core processor with 104MB of total cache designed for gaming workloads. Paired with an RTX 5080 graphics card, 64GB ...

As artificial intelligence grows more powerful and widespread, the infrastructure that supports it is struggling to keep up. At UT Austin’s Computer Science, researchers at the InfraAI Center are ...

This article outlines the design strategies currently used to address these bottlenecks, ranging from data center systolic ...

This approach can be viewed as a memory plug-in for large models, providing a fresh perspective and direction for solving the ...

Intel faces mounting execution risks as Nvidia's GTC 2026 announcements deepen competitive threats in CPU-based AI compute. Intel's limited role in Nvidia's Vera CPU roadmap and delays in their custom ...

Nvidia's BlueField-4 STX reference architecture inserts a dedicated context memory layer between GPUs and traditional storage, claiming 5x token throughput and 4x energy efficiency for agentic AI ...

The company says its new architecture marks a shift from training-focused infrastructure to systems optimized for continuous, low-latency enterprise AI workloads.

Accelerating memory-dependent AI processes, Penguin's MemoryAI KV cache server increases memory capacity by integrating 3 TB of DDR5 main memory and up to eight 1 TB CXL Add-in Cards (AICs). Penguin ...

Abstract: Despite the data-rich environment in which memory systems of modern computing platforms operate, many state-of-the-art architectural policies employed in the memory system rely on static, ...

Lightbits Labs Ltd. today is introducing a new architecture aimed at addressing one of the most stubborn bottlenecks in large-scale artificial intelligence inference: the growing mismatch between the ...

Nearly always the top CPU on any list you'll see.