GPU prices are rising while the accelerator supply chain diversifies through TPU partnerships, virtualized ROCm, and new Intel and AMD hardware support.
The new open-source release for Windows and Linux brings no immediate performance leaps, but deepens support for unannounced Intel GPU hardware. A strategic signal for teams evaluating local compute stacks and alternatives to dominant GPU vendors.
A builder validated a self-hosted configuration with 16 RTX 5060 Ti 16GB cards, two Broadcom/PLX PEX88096 switches, and a Xeon Gold 6330. The system serves DeepSeek V4 Flash-0731 with up to 1 million tokens of context and, in one setup, an average ge...
Google has tied a warrant to Marvell that vests through fiscal 2033 and covers five chip categories. TPU sourcing now extends beyond a single supplier, signaling a multi-vendor strategy for custom accelerators.
The Hydra update adds VRAM and power limit controls for RTX 50 GPUs, with memory offset up to +3000 MHz. For teams running LLMs locally, memory bandwidth is often the bottleneck: finer control promises extra headroom, but stability testing remains es...
A CDW listing shows the PNY NVIDIA RTX Pro 6000 with 96 GB GDDR7 jumping from $16,000 to $19,999. The move reignites debate about cost and predictability of professional GPUs for on-premises AI workloads.
AMD engineers are developing a backend to improve ROCm support for virtualized GPU compute under QEMU. The effort targets more stable use of AMD GPUs inside virtual machines, a critical issue for on-premises and private cloud infrastructure. AI-RADAR...
PC Partner warns that GPU prices will keep rising and budget cards will become harder to find. An analyst suggests manufacturers are raising prices beyond memory cost increases. For on-premise LLM deployments, this affects TCO and availability of VRA...
Reports suggest Google is working with AMD on next-generation TPU design, with a hybrid AI ASIC that could integrate on-package CPU cores for reinforcement learning. The move signals deeper integration in custom AI silicon and matters for on-premise ...
