# rackscale

Published articles for rackscale.

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## Startup d-Matrix Will Pair Its Raptor Memory-Based XPU To Nvidia Rackscale Iron

DevFeed: [Startup d-Matrix Will Pair Its Raptor Memory-Based XPU To Nvidia Rackscale Iron](<https://devfeed.tech/articles/startup-d-matrix-will-pair-its-raptor-memory-based-xpu-to-nvidia-rackscale-iron-48000.md>)

Original publisher: [Read original article](<https://www.nextplatform.com/compute/2026/09/10/startup-d-matrix-will-pair-its-raptor-memory-based-xpu-to-nvidia-rackscale-iron/5295601>)

Author: Jeff Burt

Published: 2026-09-10T14:52:10Z

Content type: article

Language: en

Sources: [The Next Platform: In-depth coverage of high end computing](<https://devfeed.tech/sources/the-next-platform-in-depth-coverage-of-high-end-computing.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Low-Latency Inference](<https://devfeed.tech/topics/low-latency-inference.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [xpu](<https://devfeed.tech/topics/xpu.md>)

Tags: [accelerators](<https://devfeed.tech/tags/accelerators.md>), [ai](<https://devfeed.tech/tags/ai.md>), [blackwell-gpu](<https://devfeed.tech/tags/blackwell-gpu.md>), [compute](<https://devfeed.tech/tags/compute.md>), [corsair](<https://devfeed.tech/tags/corsair.md>), [d-matrix](<https://devfeed.tech/tags/d-matrix.md>), [inference](<https://devfeed.tech/tags/inference.md>), [latency](<https://devfeed.tech/tags/latency.md>), [low-latency-inference](<https://devfeed.tech/tags/low-latency-inference.md>), [lpx](<https://devfeed.tech/tags/lpx.md>), [mgx](<https://devfeed.tech/tags/mgx.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [rackscale](<https://devfeed.tech/tags/rackscale.md>), [raptor](<https://devfeed.tech/tags/raptor.md>), [xpu](<https://devfeed.tech/tags/xpu.md>)

### AI overview

This article reports on d-Matrix pairing its memory-based Raptor XPU with Nvidia Blackwell GPU accelerators in rack-scale systems. The approach assigns compute-intensive inference prefill work to GPUs and token-generation decode work to the XPU, aiming to improve low-latency AI inference and reduce costs.

### Source excerpt

Engineers with startup d-Matrix have spent the past seven years putting together the pieces of what ...

## The GenAI Boom Will Lift Supermicro, But It Will Lift Others, Too

DevFeed: [The GenAI Boom Will Lift Supermicro, But It Will Lift Others, Too](<https://devfeed.tech/articles/the-genai-boom-will-lift-supermicro-but-it-will-lift-others-too-47992.md>)

Original publisher: [Read original article](<https://www.nextplatform.com/compute/2026/08/13/the-genai-boom-will-lift-supermicro-but-it-will-lift-others-too/5287161>)

Author: Timothy Prickett Morgan

Published: 2026-08-13T02:51:12Z

Content type: opinion

Language: en

Sources: [The Next Platform: In-depth coverage of high end computing](<https://devfeed.tech/sources/the-next-platform-in-depth-coverage-of-high-end-computing.md>)

Topics: [genai](<https://devfeed.tech/topics/genai.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Server](<https://devfeed.tech/topics/server.md>), [Software](<https://devfeed.tech/topics/software.md>), [xpu](<https://devfeed.tech/topics/xpu.md>)

Tags: [accelerated](<https://devfeed.tech/tags/accelerated.md>), [accelerators](<https://devfeed.tech/tags/accelerators.md>), [ai](<https://devfeed.tech/tags/ai.md>), [business](<https://devfeed.tech/tags/business.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [datacenter](<https://devfeed.tech/tags/datacenter.md>), [genai](<https://devfeed.tech/tags/genai.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [rackscale](<https://devfeed.tech/tags/rackscale.md>), [scale](<https://devfeed.tech/tags/scale.md>), [scale-out](<https://devfeed.tech/tags/scale-out.md>), [scale-up](<https://devfeed.tech/tags/scale-up.md>), [server](<https://devfeed.tech/tags/server.md>), [storage](<https://devfeed.tech/tags/storage.md>), [supermicro](<https://devfeed.tech/tags/supermicro.md>), [system](<https://devfeed.tech/tags/system.md>), [xpu](<https://devfeed.tech/tags/xpu.md>)

### AI overview

An analysis of how growing demand for generative AI systems is benefiting Supermicro and other original equipment and design manufacturers. It examines Supermicro's systems and subsystems businesses, customer and channel relationships, and its server, rack-scale, storage, switching, CPU, GPU, and accelerator offerings.

### Source excerpt

It seems like every business, with the exceptions of a few monster companies that gain a monopoly (e ...

## Just How Rosy Are Those AI Infrastructure Spending Forecasts?

DevFeed: [Just How Rosy Are Those AI Infrastructure Spending Forecasts?](<https://devfeed.tech/articles/just-how-rosy-are-those-ai-infrastructure-spending-forecasts-47987.md>)

Original publisher: [Read original article](<https://www.nextplatform.com/compute/2026/07/30/just-how-rosy-are-those-ai-infrastructure-spending-forecasts/5281473>)

Author: Timothy Prickett Morgan

Published: 2026-07-30T22:02:46Z

Content type: opinion

Language: en

Sources: [The Next Platform: In-depth coverage of high end computing](<https://devfeed.tech/sources/the-next-platform-in-depth-coverage-of-high-end-computing.md>)

Topics: [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [idc](<https://devfeed.tech/topics/idc.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Arm](<https://devfeed.tech/topics/arm.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Blackwell](<https://devfeed.tech/topics/blackwell.md>), [Hopper](<https://devfeed.tech/topics/hopper.md>), [x86](<https://devfeed.tech/topics/x86.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Server](<https://devfeed.tech/topics/server.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-accelerator](<https://devfeed.tech/tags/ai-accelerator.md>), [ai-host](<https://devfeed.tech/tags/ai-host.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [amd](<https://devfeed.tech/tags/amd.md>), [analysts](<https://devfeed.tech/tags/analysts.md>), [arm](<https://devfeed.tech/tags/arm.md>), [blackwell](<https://devfeed.tech/tags/blackwell.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [driving](<https://devfeed.tech/tags/driving.md>), [google](<https://devfeed.tech/tags/google.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hopper](<https://devfeed.tech/tags/hopper.md>), [idc](<https://devfeed.tech/tags/idc.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [intel](<https://devfeed.tech/tags/intel.md>), [networking](<https://devfeed.tech/tags/networking.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvl72](<https://devfeed.tech/tags/nvl72.md>), [processors](<https://devfeed.tech/tags/processors.md>), [rackscale](<https://devfeed.tech/tags/rackscale.md>), [tpu](<https://devfeed.tech/tags/tpu.md>), [trainium](<https://devfeed.tech/tags/trainium.md>), [x86](<https://devfeed.tech/tags/x86.md>), [xpu](<https://devfeed.tech/tags/xpu.md>)

### AI overview

The article examines IDC's AI infrastructure spending forecast through 2030 and compares it with projections presented by AMD CEO Lisa Su. It reports higher spending forecasts and describes the growing share of Arm-based AI host systems, including systems using Nvidia GPUs and rackscale platforms.

### Source excerpt

The second quarter ended four weeks ago, but the market researchers and analysts of the world - pres ...

## Dell Makes The Profits Up In Volume For Booming AI Servers

DevFeed: [Dell Makes The Profits Up In Volume For Booming AI Servers](<https://devfeed.tech/articles/dell-makes-the-profits-up-in-volume-for-booming-ai-servers-47969.md>)

Original publisher: [Read original article](<https://www.nextplatform.com/compute/2026/06/01/dell-makes-the-profits-up-in-volume-for-booming-ai-servers/5249707>)

Author: Timothy Prickett Morgan

Published: 2026-06-01T15:07:17Z

Content type: news

Language: en

Sources: [The Next Platform: In-depth coverage of high end computing](<https://devfeed.tech/sources/the-next-platform-in-depth-coverage-of-high-end-computing.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [dell](<https://devfeed.tech/topics/dell.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Server](<https://devfeed.tech/topics/server.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Inference Performance](<https://devfeed.tech/topics/inference-performance.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [compute](<https://devfeed.tech/tags/compute.md>), [dell](<https://devfeed.tech/tags/dell.md>), [genai](<https://devfeed.tech/tags/genai.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [poweredge](<https://devfeed.tech/tags/poweredge.md>), [rackscale](<https://devfeed.tech/tags/rackscale.md>), [servers](<https://devfeed.tech/tags/servers.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

The article examines Dell's growing AI server business, arguing that high-volume sales can offset the relatively modest operating margins of these systems. It attributes the growth to strong customer demand and increased access to Nvidia GPUs, while highlighting Nvidia's influence over the supply of AI compute for both training and inference.

### Source excerpt

The last time that Dell had a blowout quarter like the one that it has turned in was probably back w ...

## Oracle First In Line For AMD "Altair" MI450 GPUs, "Helios" Racks

DevFeed: [Oracle First In Line For AMD "Altair" MI450 GPUs, "Helios" Racks](<https://devfeed.tech/articles/oracle-first-in-line-for-amd-altair-mi450-gpus-helios-racks-47966.md>)

Original publisher: [Read original article](<https://www.nextplatform.com/compute/2025/10/14/oracle-leads-ai-innovation-with-amd-altair-mi450-gpus-and-helios-racks/1632443>)

Author: Timothy Prickett Morgan

Published: 2025-10-14T17:01:40Z

Content type: news

Language: en

Sources: [The Next Platform: In-depth coverage of high end computing](<https://devfeed.tech/sources/the-next-platform-in-depth-coverage-of-high-end-computing.md>)

Topics: [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [floating-point](<https://devfeed.tech/topics/floating-point.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-world](<https://devfeed.tech/tags/ai-world.md>), [altair](<https://devfeed.tech/tags/altair.md>), [chip](<https://devfeed.tech/tags/chip.md>), [chiplets](<https://devfeed.tech/tags/chiplets.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [compute](<https://devfeed.tech/tags/compute.md>), [epyc](<https://devfeed.tech/tags/epyc.md>), [floating-point](<https://devfeed.tech/tags/floating-point.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [helios](<https://devfeed.tech/tags/helios.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [memory](<https://devfeed.tech/tags/memory.md>), [mi450](<https://devfeed.tech/tags/mi450.md>), [mi450x](<https://devfeed.tech/tags/mi450x.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [oci](<https://devfeed.tech/tags/oci.md>), [oracle](<https://devfeed.tech/tags/oracle.md>), [pensando](<https://devfeed.tech/tags/pensando.md>), [rackscale](<https://devfeed.tech/tags/rackscale.md>), [venice](<https://devfeed.tech/tags/venice.md>), [volcano](<https://devfeed.tech/tags/volcano.md>)

### AI overview

The article reports Oracle's planned AI infrastructure deployments using AMD GPUs, including a 30,000-GPU MI355X cluster in Oracle Cloud Infrastructure and a future cluster based on AMD's Altair MI450 GPUs and Helios racks. It discusses GPU memory, bandwidth, interconnects, chiplet design, and floating-point performance.

### Source excerpt

It is Oracle OpenWorld CloudWorld AI World this week, so we expect a lot of AI infrastructure announcements from Big Red, with AI being the biggest new