Nvidia's KV Cache Transform Coding (KVTC) compresses LLM key-value cache by 20x without model changes, cutting GPU memory costs and time-to-first-token by up to 8x for multi-turn AI applications.
Nvidia shows off its next-generation Kyber rack-scale solution to be powered by Rubin Ultra GPUs with four compute chiplets and 1 TB of HBM4E memory per package.
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 ...
XDA Developers on MSN

You could be buying the wrong GPU

Don't waste your money (and power).
NVIDIA has launched the new compact single-slot RTX PRO 4500 Blackwell Server Edition with 32GB of GDDR7 memory for servers ...
Phison Electronics (8299TT), a global leader in NAND flash controllers and storage solutions, today announced its GTC ...
VDURA today announced three major advances at NVIDIA GTC 2026: availability of Remote Direct Memory Access (RDMA) capability, the upcoming first phase of its Context-Aware Tiering ...
"Kioxia fully supports the NVIDIA Storage-Next initiative and will deliver purpose-built SSDs to effectively address the need for GPU-accessible memory," said Makoto Hamada, Senior Director of the SSD ...
KIOXIA is developing a new type of SSD in collaboration with the NVIDIA Storage-Next initiative, and it's on track to make ...
I'm hoping there are a few kernel hackers around here who might have some insights into this... I have a long standing habit of using "gutless wonder" ARM boards for desktop. Some work well, some work ...