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AI  ◇  Enterprise

The Token-Efficient Path for Long-Context Inference: KV Cache Offload to Flash

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

Client SSD  ◇  Consumer

Samsung 990 SSD Review: A Value Gen4 SSD for Expensive Times

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

E7 and E7 Campus feature view image, both on their side so you can see the logo
Enterprise  ◇  Networking

Ubiquiti UniFi E7 and E7 Campus Review: 10-Stream WiFi 7 With 10GbE From $499

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,