Enterprise AI infrastructure has shifted from optimizing training models to serving them, and that changes the economics. Training is a capital project with an endpoint. Inference is a production workload that runs as long as the service is live, with output measured in tokens. This is the tokenomics problem now facing AI operators: once the

The Dell Pro 5 16 is the large-screen entry in Dell’s commercial Pro laptop line, and the one that leads on value rather than portability. Our review unit pairs the AMD Ryzen AI 9 HX PRO 470 (12 cores, 24 threads, 55 TOPS NPU) with AMD Radeon 890M integrated graphics, 64 GB of DDR5-5600 RAM,

The Intel Arc Pro B70 is the most capable and promising deskside AI card Intel has shipped, but at times, it is also the most frustrating. Intel set the list price at $949 for 32GB of GDDR6 when it launched in March of this year. However, the memory crunch squeezing the whole market has pushed

Samsung’s new 990 SSD joins the consumer lineup as a mainstream PCIe Gen4 drive that prioritizes efficiency and value over raw speed. Samsung calls it its most power-efficient SSD to date, claiming up to 38% better power efficiency than the 990 PRO. The 2TB model is rated at 7,250MB/s sequential read and 6,450MB/s write, with random

The Antec Flux Pro Noctua Edition is a premium full-tower case that takes the existing Flux Pro layout and replaces the standard fan package with six Noctua G2 PWM fans. The airflow setup includes three NF-A14x25 G2 front intake fans, two NF-A12x25 G2 lower intake fans above the PSU shroud, and one NF-A14x25 G2 rear

Ubiquiti continues to expand into the enterprise wireless market with the introduction of the UniFi E7 and E7-Campus, two flagship WiFi 7 access points designed for high-density, high-performance deployments. Built around a 10-stream tri-band radio architecture, 10GbE connectivity, and the latest 802.11be standard, the E7 family marks a significant step forward from previous UniFi generations,

AMD silicon arguably got here first: Strix Halo mini PCs and laptops were shipping with 128GB of unified memory well before NVIDIA entered the picture. But the local-AI desktop as a category is one NVIDIA effectively created when it put a Grace Blackwell superchip in a one-liter box and called it DGX Spark. The pitch

Intel’s Core Ultra 7 265K sits in the middle of the Arrow Lake-S desktop stack, pairing 20 cores with a much larger architectural change than you might expect. The layout consists of 8 Lion Cove P-cores and 12 Skymont E-cores, for 20 cores and 20 threads, with Hyper-Threading removed in this generation. The P-cores have

Most RMM (remote monitoring and management) platforms are very good at telling you something broke, but not much help with actually fixing it. Aipex, a clean-sheet, AI-first product from Tassient, is built to do both. Ask it in plain English why a machine crashed, and it will read the dump, name the kernel driver responsible,