# dell

Published articles for dell.

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## HP EliteBook 8470p and Dell Precision T1650 support added to Libreboot

DevFeed: [HP EliteBook 8470p and Dell Precision T1650 support added to Libreboot](<https://devfeed.tech/articles/hp-elitebook-8470p-and-dell-precision-t1650-support-added-to-libreboot-32677.md>)

Original publisher: [Read original article](<https://libreboot.org/news/hp8470p_and_dell_t1650.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [dell](<https://devfeed.tech/topics/dell.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Debian](<https://devfeed.tech/topics/debian.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [debian](<https://devfeed.tech/tags/debian.md>), [dell](<https://devfeed.tech/tags/dell.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [intel](<https://devfeed.tech/tags/intel.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [linux](<https://devfeed.tech/tags/linux.md>), [news](<https://devfeed.tech/tags/news.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [precision](<https://devfeed.tech/tags/precision.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot added support for the HP EliteBook 8470p and Dell Precision T1650. The article describes tested hardware variants, installation guidance, graphics limitations, boot configuration, and the T1650's ECC memory support.

### Source excerpt

Article: HP EliteBook 8470p and Dell Precision T1650 support added to Libreboot Web link: https://libreboot.org/news/hp8470p_and_dell_t1650.html

## NEW BOARDS: Dell OptiPlex 7020 9020 SFF/MT, HP EliteBook 8560w and more Dell Latitudes

DevFeed: [NEW BOARDS: Dell OptiPlex 7020 9020 SFF/MT, HP EliteBook 8560w and more Dell Latitudes](<https://devfeed.tech/articles/new-boards-dell-optiplex-7020-9020-sff-mt-hp-elitebook-8560w-and-more-dell-latitudes-32729.md>)

Original publisher: [Read original article](<https://libreboot.org/news/ports202402.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: release

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [bios](<https://devfeed.tech/topics/bios.md>), [UEFI](<https://devfeed.tech/topics/uefi.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [dell](<https://devfeed.tech/tags/dell.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot reports newly added support for Dell OptiPlex 7020 and 9020 systems, the HP EliteBook 8560w, and additional Dell Latitude models. The supported boards are intended for a future Libreboot release, while users can build from source and install them now using the available flashing instructions.

### Source excerpt

Article: NEW BOARDS: Dell OptiPlex 7020 9020 SFF/MT, HP EliteBook 8560w and more Dell Latitudes Web link: https://libreboot.org/news/ports202402.html

## Dell Latitude E6400 added to Libreboot (blob-free, no disassembly)

DevFeed: [Dell Latitude E6400 added to Libreboot (blob-free, no disassembly)](<https://devfeed.tech/articles/dell-latitude-e6400-added-to-libreboot-blob-free-no-disassembly-32668.md>)

Original publisher: [Read original article](<https://libreboot.org/news/e6400.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [dell](<https://devfeed.tech/topics/dell.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [boot](<https://devfeed.tech/topics/boot.md>)

Tags: [added](<https://devfeed.tech/tags/added.md>), [bios](<https://devfeed.tech/tags/bios.md>), [boot](<https://devfeed.tech/tags/boot.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [dell](<https://devfeed.tech/tags/dell.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [flashing](<https://devfeed.tech/tags/flashing.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [intel](<https://devfeed.tech/tags/intel.md>), [laptop](<https://devfeed.tech/tags/laptop.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot added support for the Dell Latitude E6400 through a blob-free port. The article says the laptop can be flashed without disassembly or a clip, using a utility that bypasses relevant firmware protections. Later updates confirmed support for E6400 XFR and the Nvidia GPU variant.

### Source excerpt

Article: Dell Latitude E6400 added to Libreboot (blob-free, no disassembly) Web link: https://libreboot.org/news/e6400.html

## Experimental Nvidia GPU support on Dell Latitude E6400 variants, plus E6400 XFR support now confirmed

DevFeed: [Experimental Nvidia GPU support on Dell Latitude E6400 variants, plus E6400 XFR support now confirmed](<https://devfeed.tech/articles/experimental-nvidia-gpu-support-on-dell-latitude-e6400-variants-plus-e6400-xfr-support-now-confirmed-32669.md>)

Original publisher: [Read original article](<https://libreboot.org/news/e6400nvidia.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [dell](<https://devfeed.tech/topics/dell.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [dell](<https://devfeed.tech/tags/dell.md>), [experimental](<https://devfeed.tech/tags/experimental.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

The article reports experimental Nvidia GPU support for Dell Latitude E6400 variants in Libreboot, alongside confirmed support for the Intel-graphics Dell Latitude E6400 XFR. It explains that Nvidia variants require the appropriate VGA ROM and identifies Libreboot release versions associated with support.

### Source excerpt

Article: Experimental Nvidia GPU support on Dell Latitude E6400 variants, plus E6400 XFR support now confirmed Web link: https://libreboot.org/news/e6400nvidia.html

## First VMmark 4.1 Power-Performance and VMware Cloud Foundation 9.1 Results

DevFeed: [First VMmark 4.1 Power-Performance and VMware Cloud Foundation 9.1 Results](<https://devfeed.tech/articles/first-vmmark-4-1-power-performance-and-vmware-cloud-foundation-9-1-results-31416.md>)

Original publisher: [Read original article](<https://blogs.vmware.com/cloud-foundation/2026/09/16/first-vmmark-4-1-power-performance-and-vcf-9-1-results/>)

Author: vmwareblogs

Published: 2026-09-16T18:20:25Z

Content type: release

Language: en

Sources: [VMware Blogs](<https://devfeed.tech/sources/vmware-blogs.md>)

Topics: [vcf 9.1](<https://devfeed.tech/topics/vcf-9-1.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [virtualization](<https://devfeed.tech/topics/virtualization.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [dell](<https://devfeed.tech/tags/dell.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [home-page](<https://devfeed.tech/tags/home-page.md>), [performance](<https://devfeed.tech/tags/performance.md>), [vcf-9-1](<https://devfeed.tech/tags/vcf-9-1.md>), [vmmark](<https://devfeed.tech/tags/vmmark.md>), [vmware](<https://devfeed.tech/tags/vmware.md>), [vmware-cloud-foundation](<https://devfeed.tech/tags/vmware-cloud-foundation.md>), [vsphere](<https://devfeed.tech/tags/vsphere.md>), [vsphere-9-1](<https://devfeed.tech/tags/vsphere-9-1.md>)

### AI overview

VMware reports Dell Technologies benchmark results using VMware Cloud Foundation 9.1 and VMmark 4.1. The article describes VMmark 4.1's power-performance measurement and reports higher performance and tile count for VCF 9.1 than VCF 5.2 in the tested environment.

### Source excerpt

We're excited to announce two new VMmark results today from Dell Technologies: First VCF 9.1 Benchmarks: These are the first results using VMware Cloud Foundation (VCF) 9.1. VCF 9.1 maximizes hardware efficiency using a Next-Gen Topology-Aware CPU Scheduler that optimizes memory and cache locality for intensive enterprise workloads. A separate VCF 9.1 evaluation demonstrated a ... Continued The post First VMmark 4.1 Power-Performance and VMware Cloud Foundation 9.1 Results appeared first on VMware Blogs.

## Axelera Europa Ships: 629 TOPS at 45W Per AIPU, in Validated Dell XE5 and Supermicro Servers

DevFeed: [Axelera Europa Ships: 629 TOPS at 45W Per AIPU, in Validated Dell XE5 and Supermicro Servers](<https://devfeed.tech/articles/axelera-europa-ships-629-tops-at-45w-per-aipu-in-validated-dell-xe5-and-supermicro-servers-26751.md>)

Original publisher: [Read original article](<https://www.storagereview.com/news/axelera-europa-ships-629-tops-at-45w-per-aipu-in-validated-dell-xe5-and-supermicro-servers>)

Author: Harold Fritts

Published: 2026-09-15T13:00:00Z

Content type: news

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Computer vision](<https://devfeed.tech/topics/computer-vision.md>), [servers](<https://devfeed.tech/topics/servers.md>), [dell](<https://devfeed.tech/topics/dell.md>), [RISC-V](<https://devfeed.tech/topics/riscv.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [computer-vision](<https://devfeed.tech/tags/computer-vision.md>), [dell](<https://devfeed.tech/tags/dell.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [inference](<https://devfeed.tech/tags/inference.md>), [risc-v](<https://devfeed.tech/tags/risc-v.md>), [servers](<https://devfeed.tech/tags/servers.md>)

### AI overview

Axelera AI is shipping Europa, a second-generation AI Processing Unit, in bare-chip and PCIe card configurations. The company says the 45W device delivers 629 TOPS and supports on-premises inference workloads including generative AI, vision-language models, and computer vision. The Edge 232p card is shipping in validated Dell XE5 and Supermicro 111AD systems.

### Source excerpt

Axelera AI is shipping Europa, the second-generation AI Processing Unit (AIPU) it has been previewing since last year, and it's launching with validated servers from Dell and Supermicro attached. The Eindhoven company's pitch is inference on infrastructure the customer controls: agentic systems, vision-language models, generative AI, and computer vision running in a standard rackmount server The post Axelera Europa Ships: 629 TOPS at 45W Per AIPU, in Validated Dell XE5 and Supermicro Servers appeared first on StorageReview.com.

## Dell Pro 5 16 (AMD) Laptop Review

DevFeed: [Dell Pro 5 16 (AMD) Laptop Review](<https://devfeed.tech/articles/dell-pro-5-16-amd-laptop-review-17455.md>)

Original publisher: [Read original article](<https://www.servethehome.com/dell-pro-5-16-amd-laptop-review/>)

Author: Ryan Smith

Published: 2026-09-14T16:25:36Z

Content type: article

Language: en

Sources: [ServeTheHome](<https://devfeed.tech/sources/servethehome.md>)

Topics: [dell](<https://devfeed.tech/topics/dell.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [intel](<https://devfeed.tech/topics/intel.md>)

Tags: [amd](<https://devfeed.tech/tags/amd.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [dell](<https://devfeed.tech/tags/dell.md>), [external](<https://devfeed.tech/tags/external.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [intel](<https://devfeed.tech/tags/intel.md>), [intel-core](<https://devfeed.tech/tags/intel-core.md>), [laptop](<https://devfeed.tech/tags/laptop.md>), [laptops](<https://devfeed.tech/tags/laptops.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [modular](<https://devfeed.tech/tags/modular.md>), [overview](<https://devfeed.tech/tags/overview.md>), [performance](<https://devfeed.tech/tags/performance.md>), [platform](<https://devfeed.tech/tags/platform.md>), [portable](<https://devfeed.tech/tags/portable.md>), [product](<https://devfeed.tech/tags/product.md>), [review](<https://devfeed.tech/tags/review.md>), [ryzen-ai](<https://devfeed.tech/tags/ryzen-ai.md>), [series](<https://devfeed.tech/tags/series.md>), [strix-point](<https://devfeed.tech/tags/strix-point.md>), [thunderbolt](<https://devfeed.tech/tags/thunderbolt.md>)

### AI overview

A review of Dell's 16-inch Pro 5 business laptop powered by an AMD Ryzen AI 400 series processor. The article highlights its performance, modularity, business positioning, and comparability with Intel-based Dell models.

### Source excerpt

Today we are taking a look at Dell's 16-inch laptop for mainstream business segment, the AMD-based Dell Pro 5 16. The pro laptop hits all the high notes, pairing an AMD Ryzen AI 9 HX PRO 470 processor with great modularity and a good balance between size, weight, and performance The post Dell Pro 5 16 (AMD) Laptop Review appeared first on ServeTheHome.

## Eaton HDXL Rack PDU Review: 81kW From a Single Zero-U PDU for AI Racks

DevFeed: [Eaton HDXL Rack PDU Review: 81kW From a Single Zero-U PDU for AI Racks](<https://devfeed.tech/articles/eaton-hdxl-rack-pdu-review-81kw-from-a-single-zero-u-pdu-for-ai-racks-12383.md>)

Original publisher: [Read original article](<https://www.storagereview.com/review/eaton-hdxl-rack-pdu-review-81kw-from-a-single-zero-u-pdu-for-ai-racks>)

Author: Brian Beeler

Published: 2026-09-10T19:23:54Z

Content type: comparison

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [systems](<https://devfeed.tech/topics/systems.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Server](<https://devfeed.tech/topics/server.md>), [dell](<https://devfeed.tech/topics/dell.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [NVIDIA RTX](<https://devfeed.tech/topics/nvidia-rtx.md>), [Blackwell](<https://devfeed.tech/topics/blackwell.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [blackwell](<https://devfeed.tech/tags/blackwell.md>), [dell](<https://devfeed.tech/tags/dell.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [launch](<https://devfeed.tech/tags/launch.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-rtx](<https://devfeed.tech/tags/nvidia-rtx.md>), [power-management](<https://devfeed.tech/tags/power-management.md>), [review](<https://devfeed.tech/tags/review.md>), [server](<https://devfeed.tech/tags/server.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

This review examines Eaton's HDXL Rack PDU G4, a zero-U power distribution unit designed to deliver 56-81 kW for high-density AI racks. It explains how GPU server power requirements, outlet counts, and redundant A/B feeds make this class of PDU necessary, using Dell PowerEdge systems with high-end accelerators as an example.

### Source excerpt

Eaton is getting ready to ship the kind of PDU that didn't need to exist five years ago. The HDXL Rack PDU G4, arriving in the fourth quarter of 2026, delivers 56-81kW from a single zero-U unit, with 24 outlets, 21 branch breakers, and a 100A corded or 140A terminal-block input. Four models launch in The post Eaton HDXL Rack PDU Review: 81kW From a Single Zero-U PDU for AI Racks appeared first on StorageReview.com.

## Micron 6600 ION 245TB: Swap the Hard Drives, Power an NVL72 for Free

DevFeed: [Micron 6600 ION 245TB: Swap the Hard Drives, Power an NVL72 for Free](<https://devfeed.tech/articles/micron-6600-ion-245tb-swap-the-hard-drives-power-an-nvl72-for-free-12385.md>)

Original publisher: [Read original article](<https://www.storagereview.com/review/micron-6600-ion-245tb-swap-the-hard-drives-power-an-nvl72-for-free>)

Author: Brian Beeler

Published: 2026-09-03T17:00:39Z

Content type: article

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [GB200](<https://devfeed.tech/topics/gb200.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Server](<https://devfeed.tech/topics/server.md>), [dell](<https://devfeed.tech/topics/dell.md>)

Tags: [benchmark](<https://devfeed.tech/tags/benchmark.md>), [compute](<https://devfeed.tech/tags/compute.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [dell](<https://devfeed.tech/tags/dell.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gb200](<https://devfeed.tech/tags/gb200.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hdd](<https://devfeed.tech/tags/hdd.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [nvl72](<https://devfeed.tech/tags/nvl72.md>), [performance](<https://devfeed.tech/tags/performance.md>), [servers](<https://devfeed.tech/tags/servers.md>), [ssd](<https://devfeed.tech/tags/ssd.md>), [storage](<https://devfeed.tech/tags/storage.md>)

### AI overview

This article evaluates replacing eight 30TB nearline HDDs with one 245TB Micron 6600 ION SSD. Its measurements indicate lower power consumption, substantially higher read efficiency, and a reduction from 22 racks of HDD storage to six racks of flash at exabyte scale, potentially freeing enough power for a GB200 NVL72.

### Source excerpt

For two decades, the SSD-versus-HDD conversation ended the same way: flash wins on performance, disk wins on price per terabyte, and the size of that price gap settled the argument in favor of bulk storage. As storage technology has matured and AI has taken over, that framing is clearly out of date. The largest data The post Micron 6600 ION 245TB: Swap the Hard Drives, Power an NVL72 for Free appeared first on StorageReview.com.

## KIOXIA CM9-R 15.36TB Review: BiCS8 Flash Hits Full Speed at Low Queue Depths

DevFeed: [KIOXIA CM9-R 15.36TB Review: BiCS8 Flash Hits Full Speed at Low Queue Depths](<https://devfeed.tech/articles/kioxia-cm9-r-15-36tb-review-bics8-flash-hits-full-speed-at-low-queue-depths-12384.md>)

Original publisher: [Read original article](<https://www.storagereview.com/review/kioxia-cm9-r-15-36tb-review-bics8-flash-hits-full-speed-at-low-queue-depths>)

Author: Brian Beeler

Published: 2026-09-02T16:13:32Z

Content type: article

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Security](<https://devfeed.tech/topics/security.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [.NET Framework](<https://devfeed.tech/topics/net-framework.md>), [dell](<https://devfeed.tech/topics/dell.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>)

Tags: [dell](<https://devfeed.tech/tags/dell.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [fips-140-3](<https://devfeed.tech/tags/fips-140-3.md>), [high-availability](<https://devfeed.tech/tags/high-availability.md>), [intel](<https://devfeed.tech/tags/intel.md>), [lts](<https://devfeed.tech/tags/lts.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [pcie](<https://devfeed.tech/tags/pcie.md>), [performance](<https://devfeed.tech/tags/performance.md>), [review](<https://devfeed.tech/tags/review.md>), [security](<https://devfeed.tech/tags/security.md>), [ssd](<https://devfeed.tech/tags/ssd.md>), [ubuntu](<https://devfeed.tech/tags/ubuntu.md>)

### AI overview

This review evaluates the 15.36TB E3.S KIOXIA CM9-R enterprise SSD, built on eighth-generation BiCS FLASH. It highlights strong low-queue-depth performance, including 3,400K random read IOPS, 14,800 MB/s sequential read, 11,000 MB/s sequential write, and 540K random write IOPS, while emphasizing a typical active power rating of 25W. The drive supports PCIe 5.0 x4, dual-port operation, NVMe 2.0, NVMe-MI 1.2c, power-loss protection, end-to-end data protection, and optional security variants.

### Source excerpt

The KIOXIA CM9-R is the first enterprise SSD family built on eighth-generation BiCS FLASH, and the 15.36TB E3.S model in our lab is the volume sweet spot of the range: 3,400K random read IOPS and 14,800 MB/s of sequential read from a drive with a 25W typical active rating. Gen5 enterprise drives routinely push into The post KIOXIA CM9-R 15.36TB Review: BiCS8 Flash Hits Full Speed at Low Queue Depths appeared first on StorageReview.com.

## Best Servers 2026: Lab-Tested Picks by Category

DevFeed: [Best Servers 2026: Lab-Tested Picks by Category](<https://devfeed.tech/articles/best-servers-2026-lab-tested-picks-by-category-12356.md>)

Original publisher: [Read original article](<https://www.storagereview.com/best/servers>)

Author: Brian Beeler

Published: 2026-09-02T01:19:39Z

Content type: comparison

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [Server](<https://devfeed.tech/topics/server.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [dell](<https://devfeed.tech/topics/dell.md>), [idc](<https://devfeed.tech/topics/idc.md>), [intel](<https://devfeed.tech/topics/intel.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [2026](<https://devfeed.tech/tags/2026.md>), [dell](<https://devfeed.tech/tags/dell.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [idc](<https://devfeed.tech/tags/idc.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [intel](<https://devfeed.tech/tags/intel.md>), [review](<https://devfeed.tech/tags/review.md>), [scale](<https://devfeed.tech/tags/scale.md>), [september-2026](<https://devfeed.tech/tags/september-2026.md>), [servers](<https://devfeed.tech/tags/servers.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

This September 2026 comparison ranks lab-tested servers by category. It identifies the Dell PowerEdge R7725 as the best overall 2U server, the Dell PowerEdge R770 as the best Intel 2U server, and the Dell PowerEdge R7725xd as the best 2U storage server. It also discusses Lenovo and Supermicro alternatives and provides market context from IDC data, including strong growth driven largely by ODM hardware and AI rack systems.

### Source excerpt

Published September 2026. Rankings reflect systems tested in the StorageReview lab; market context reflects IDC 1Q 2026 tracker data. The server market set an all-time record in 2025 at $444 billion and opened 2026 with first-quarter revenue up another 30 percent, and almost none of that tells you which server to buy. Half of the The post Best Servers 2026: Lab-Tested Picks by Category appeared first on StorageReview.com.

## Dell Pro 14 Premium Review: A 2.55-Pound Magnesium Flagship With Tandem OLED

DevFeed: [Dell Pro 14 Premium Review: A 2.55-Pound Magnesium Flagship With Tandem OLED](<https://devfeed.tech/articles/dell-pro-14-premium-review-a-2-55-pound-magnesium-flagship-with-tandem-oled-12382.md>)

Original publisher: [Read original article](<https://www.storagereview.com/review/dell-pro-14-premium-review>)

Author: Dylan Bryan

Published: 2026-09-02T00:35:43Z

Content type: article

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [dell](<https://devfeed.tech/topics/dell.md>), [Security](<https://devfeed.tech/topics/security.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [intel](<https://devfeed.tech/topics/intel.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [On-device AI](<https://devfeed.tech/topics/on-device-ai.md>)

Tags: [consumer](<https://devfeed.tech/tags/consumer.md>), [dell](<https://devfeed.tech/tags/dell.md>), [display](<https://devfeed.tech/tags/display.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [intel](<https://devfeed.tech/tags/intel.md>), [memory](<https://devfeed.tech/tags/memory.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [on-device-ai](<https://devfeed.tech/tags/on-device-ai.md>), [review](<https://devfeed.tech/tags/review.md>), [security](<https://devfeed.tech/tags/security.md>), [storage](<https://devfeed.tech/tags/storage.md>), [workstation](<https://devfeed.tech/tags/workstation.md>)

### AI overview

This review examines the Dell Pro 14 Premium, a lightweight 14-inch commercial notebook designed for highly mobile professionals. It emphasizes portability, recycled magnesium construction, enterprise security and manageability, replaceable battery serviceability, Tandem OLED display quality, and on-device AI capabilities. Its integrated graphics and processor options are suited to office productivity and collaboration rather than GPU rendering or CAD workloads.

### Source excerpt

The Dell Pro 14 Premium is what Dell calls its ultimate commercial notebook: a 14-inch, 2.54-pound magnesium flagship aimed at highly mobile professionals rather than workstation users. It sits above the Dell Pro and Dell Pro Plus lines, and the pitch is craftsmanship and portability with enterprise security and manageability underneath, not raw compute. The The post Dell Pro 14 Premium Review: A 2.55-Pound Magnesium Flagship With Tandem OLED appeared first on StorageReview.com.

## I'm excited for Intel after testing the XPS 13

DevFeed: [I'm excited for Intel after testing the XPS 13](<https://devfeed.tech/articles/i-m-excited-for-intel-after-testing-the-xps-13-10460.md>)

Original publisher: [Read original article](<https://www.jeffgeerling.com/blog/2026/excited-for-intel-efficiency/>)

Author: jeff@jeffgeerling.com (Jeff Geerling)

Published: 2026-08-07T14:00:00Z

Content type: article

Language: en

Sources: [Jeff Geerling](<https://devfeed.tech/sources/jeff-geerling.md>)

Topics: [intel](<https://devfeed.tech/topics/intel.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [arm](<https://devfeed.tech/tags/arm.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [dell](<https://devfeed.tech/tags/dell.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [ethernet](<https://devfeed.tech/tags/ethernet.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [intel](<https://devfeed.tech/tags/intel.md>), [laptop](<https://devfeed.tech/tags/laptop.md>), [linux](<https://devfeed.tech/tags/linux.md>), [low-power](<https://devfeed.tech/tags/low-power.md>), [macbook-neo](<https://devfeed.tech/tags/macbook-neo.md>), [npu](<https://devfeed.tech/tags/npu.md>), [review](<https://devfeed.tech/tags/review.md>), [wifi-7](<https://devfeed.tech/tags/wifi-7.md>), [wildcat-lake](<https://devfeed.tech/tags/wildcat-lake.md>), [windows](<https://devfeed.tech/tags/windows.md>), [windows-11](<https://devfeed.tech/tags/windows-11.md>), [x86](<https://devfeed.tech/tags/x86.md>), [xps](<https://devfeed.tech/tags/xps.md>), [youtube](<https://devfeed.tech/tags/youtube.md>)

### AI overview

The article reviews Dell's low-end XPS 13 against Apple's MacBook Neo and highlights the Intel Core 5 320 processor. It reports that the Wildcat Lake chip ranked second in the author's HPL FP64 efficiency benchmark, behind the M4 Mac mini, making it the strongest x86 result described in the supplied text.

### Source excerpt

Shortly after Apple launched the budget MacBook Neo, Dell announced their response, a new low-end XPS 13. Matching the Neo's current pricing, it starts at $699, or $599 with an educational discount. That discount is currently set to expire on November 2, and with the current component pricing insanity, I'd be surprised if we don't see a price increase on both laptops by next year. I ran the XPS 13 through my gauntlet of benchmarks, and published a review on my YouTube channel:

## Open Models and Open Weights Are Foundational to Secure AI

DevFeed: [Open Models and Open Weights Are Foundational to Secure AI](<https://devfeed.tech/articles/open-models-and-open-weights-are-foundational-to-secure-ai-14500.md>)

Original publisher: [Read original article](<https://www.linuxfoundation.org/blog/open-models-and-open-weights-are-foundational-to-secure-ai>)

Author: andrewb@proximabiz.com (The Linux Foundation)

Published: 2026-07-27T13:24:44Z

Content type: opinion

Language: en

Sources: [Linux Foundation - Blog](<https://devfeed.tech/sources/linux-foundation-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Securing AI](<https://devfeed.tech/topics/securing-ai.md>), [AI research agents](<https://devfeed.tech/topics/ai-research-agents.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-ml](<https://devfeed.tech/tags/ai-ml.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [dell](<https://devfeed.tech/tags/dell.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [meta](<https://devfeed.tech/tags/meta.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [securing-ai](<https://devfeed.tech/tags/securing-ai.md>)

### AI overview

The Linux Foundation describes its participation in the Open Secure AI Alliance with NVIDIA and other members. The alliance promotes open tools for testing, tracing, auditing, and governing AI systems, and argues that open models and open weights can support safer, more transparent, and broadly accessible AI.

### Source excerpt

The Linux Foundation celebrates collaborative efforts to build and enhance the open tools and techniques that keep AI systems safe and secure.

## Ubuntu Server on the NVIDIA DGX Spark (Without the Desktop)

DevFeed: [Ubuntu Server on the NVIDIA DGX Spark (Without the Desktop)](<https://devfeed.tech/articles/ubuntu-server-on-the-nvidia-dgx-spark-without-the-desktop-10683.md>)

Original publisher: [Read original article](<https://technotim.com/posts/ubuntu-gb10/>)

Author: Techno Tim

Published: 2026-06-22T13:00:00Z

Content type: tutorial

Language: en

Sources: [Techno Tim](<https://devfeed.tech/sources/techno-tim.md>)

Topics: [DGX Spark](<https://devfeed.tech/topics/dgx-spark.md>), [Ubuntu](<https://devfeed.tech/topics/ubuntu.md>), [NVIDIA DGX](<https://devfeed.tech/topics/nvidia-dgx.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [NVLink](<https://devfeed.tech/topics/nvlink.md>), [CUDA](<https://devfeed.tech/topics/cuda.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Ansible](<https://devfeed.tech/topics/ansible.md>), [vllm](<https://devfeed.tech/topics/vllm.md>), [Blackwell](<https://devfeed.tech/topics/blackwell.md>), [networking](<https://devfeed.tech/topics/networking.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ansible](<https://devfeed.tech/tags/ansible.md>), [blackwell](<https://devfeed.tech/tags/blackwell.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [dell](<https://devfeed.tech/tags/dell.md>), [dgx-spark](<https://devfeed.tech/tags/dgx-spark.md>), [docker](<https://devfeed.tech/tags/docker.md>), [github](<https://devfeed.tech/tags/github.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [homelab](<https://devfeed.tech/tags/homelab.md>), [networking](<https://devfeed.tech/tags/networking.md>), [nvidia-dgx](<https://devfeed.tech/tags/nvidia-dgx.md>), [nvlink](<https://devfeed.tech/tags/nvlink.md>), [ubuntu](<https://devfeed.tech/tags/ubuntu.md>), [vllm](<https://devfeed.tech/tags/vllm.md>)

### AI overview

A guide to replacing DGX OS with a minimized Ubuntu 24.04 Server installation on GB10 systems such as the NVIDIA DGX Spark and ASUS Ascent GX10. It explains the memory and power benefits of removing GNOME while retaining the NVIDIA drivers, CUDA, Docker, and NVIDIA Container Toolkit, and covers ConnectX-7 networking, dual-node setup, and Ansible automation.

### Source excerpt

When you buy an NVIDIA DGX Spark or an ASUS Ascent GX10, it ships with DGX OS. DGX OS is NVIDIA's managed Ubuntu image, and it is fine - if you want a full GNOME desktop on an AI box. I did not want that. The GB10 has 128 GB of unified memory shared between the CPU and GPU over NVLink-C2C. Every gigabyte the OS and desktop environment consume is a gigabyte not available to your model. On the ...

## OpenAI and Dell partner to bring Codex to hybrid and on-premise enterprise environments

DevFeed: [OpenAI and Dell partner to bring Codex to hybrid and on-premise enterprise environments](<https://devfeed.tech/articles/openai-and-dell-partner-to-bring-codex-to-hybrid-and-on-premise-enterprise-environments-6373.md>)

Original publisher: [Read original article](<https://openai.com/index/dell-codex-enterprise-partnership>)

Published: 2026-05-18T10:00:00Z

Content type: news

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [incident](<https://devfeed.tech/topics/incident.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ai-factory](<https://devfeed.tech/tags/ai-factory.md>), [api](<https://devfeed.tech/tags/api.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [code](<https://devfeed.tech/tags/code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [company](<https://devfeed.tech/tags/company.md>), [data](<https://devfeed.tech/tags/data.md>), [dell](<https://devfeed.tech/tags/dell.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [openai](<https://devfeed.tech/tags/openai.md>), [partnership](<https://devfeed.tech/tags/partnership.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

OpenAI and Dell are collaborating to deploy Codex in hybrid and on-premises enterprise environments. The effort centers on connecting Codex with Dell's data platform and exploring integration with Dell AI Factory for AI applications and enterprise workflows.

### Source excerpt

OpenAI and Dell partner to bring Codex to hybrid and on-premise environments, helping enterprises deploy AI coding agents securely across data and workflows.

## Cómo elegir hardware para tu homelab

DevFeed: [Cómo elegir hardware para tu homelab](<https://devfeed.tech/articles/como-elegir-hardware-para-tu-homelab-34056.md>)

Original publisher: [Read original article](<https://tengoping.com/blog/elegir-hardware-homelab/>)

Author: Alois

Published: 2026-02-09T00:00:00Z

Content type: tutorial

Language: es

Sources: [tengoping.com](<https://devfeed.tech/sources/tengoping-com.md>)

Topics: [Homelab](<https://devfeed.tech/topics/homelab.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [DDR4](<https://devfeed.tech/topics/ddr4.md>), [lenovo](<https://devfeed.tech/topics/lenovo.md>), [dell](<https://devfeed.tech/topics/dell.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Firewall](<https://devfeed.tech/topics/firewall.md>), [Opnsense](<https://devfeed.tech/topics/opnsense.md>)

Tags: [ddr4](<https://devfeed.tech/tags/ddr4.md>), [dell](<https://devfeed.tech/tags/dell.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [homelab](<https://devfeed.tech/tags/homelab.md>), [intel](<https://devfeed.tech/tags/intel.md>), [ip](<https://devfeed.tech/tags/ip.md>), [kvm](<https://devfeed.tech/tags/kvm.md>), [lenovo](<https://devfeed.tech/tags/lenovo.md>), [mini-pcs](<https://devfeed.tech/tags/mini-pcs.md>), [opnsense](<https://devfeed.tech/tags/opnsense.md>), [raspberry-pi](<https://devfeed.tech/tags/raspberry-pi.md>), [router](<https://devfeed.tech/tags/router.md>)

### AI overview

This Spanish guide explains how to choose hardware for a homelab. It compares used Lenovo, HP, and Dell mini PCs with used enterprise servers, covering virtualization capability, storage, remote management, approximate prices, noise, and power consumption.

### Source excerpt

Consejos prácticos para montar un homelab sin arruinarte: mini PCs, servidores usados, almacenamiento y consumo eléctrico.

## Expanding a Running Netlab Topology

DevFeed: [Expanding a Running Netlab Topology](<https://devfeed.tech/articles/expanding-a-running-netlab-topology-11214.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2025/07/expanding-netlab-topology/>)

Published: 2025-07-07T06:11:00Z

Content type: tutorial

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [configuration](<https://devfeed.tech/topics/configuration.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [dell](<https://devfeed.tech/topics/dell.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [cisco](<https://devfeed.tech/tags/cisco.md>), [collect](<https://devfeed.tech/tags/collect.md>), [config](<https://devfeed.tech/tags/config.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [dell](<https://devfeed.tech/tags/dell.md>), [devices](<https://devfeed.tech/tags/devices.md>), [ios](<https://devfeed.tech/tags/ios.md>), [linux](<https://devfeed.tech/tags/linux.md>), [merge](<https://devfeed.tech/tags/merge.md>), [mikrotik](<https://devfeed.tech/tags/mikrotik.md>), [netlab](<https://devfeed.tech/tags/netlab.md>), [nx](<https://devfeed.tech/tags/nx.md>), [sonic](<https://devfeed.tech/tags/sonic.md>)

### AI overview

This tutorial explains how to expand a netlab topology while preserving configuration changes made to existing devices. It recommends collecting configurations to a separate folder, checking whether they can be reloaded, rebuilding the lab with the modified topology, and applying the saved configurations. The procedure has platform-specific limitations and may fail when device interfaces or configuration formats differ.

### Source excerpt

One of the happy netlab users sent me an interesting challenge: He's built a large lab and added tons of extra configuration to the lab devices. Afterwards, he realized he'd like to add a few more devices to the lab and was worried about losing all the changes he had made. Unfortunately, you cannot add new devices to an already-running lab. You must shut down the lab, change the topology description, and start a new lab. However, there are things you can do to preserve the extra work you already did: Read more ...

## Quality of OSPFv2 NSSA Implementations

DevFeed: [Quality of OSPFv2 NSSA Implementations](<https://devfeed.tech/articles/quality-of-ospfv2-nssa-implementations-11206.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2025/06/ospf-nssa-implementations/>)

Published: 2025-06-24T05:44:00Z

Content type: comparison

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [Network](<https://devfeed.tech/topics/network.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [dell](<https://devfeed.tech/topics/dell.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [cisco](<https://devfeed.tech/tags/cisco.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [dell](<https://devfeed.tech/tags/dell.md>), [github](<https://devfeed.tech/tags/github.md>), [integration](<https://devfeed.tech/tags/integration.md>), [linux](<https://devfeed.tech/tags/linux.md>), [netlab](<https://devfeed.tech/tags/netlab.md>), [network](<https://devfeed.tech/tags/network.md>), [ospf](<https://devfeed.tech/tags/ospf.md>), [quality](<https://devfeed.tech/tags/quality.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

The article evaluates OSPFv2 and OSPFv3 stub-area and NSSA implementations using netlab integration tests. It reports that Junos and the latest FRR release passed all tests, while several other platforms lacked NSSA range support or had configuration limitations and defects.

### Source excerpt

A few weeks ago, we added OSPF areas functionality to netlab. In the next release1, you'll be able to configure stub areas, NSSA areas, inter-area route summarization and filtering (OSPF ranges), and summarization of NSSA type-7 prefixes for OSPFv2 and OSPFv3. OSPFv2 (defined in RFC 2328) is 27 years old, and NSSA functionality (RFC 3101) was last touched 22 years ago. One would hope the implementations in network devices are mature and feature-complete. Yeah, keep dreaming 🤦♂. Read more ...

## Dell Enterprise Hub is all you need to build AI on premises

DevFeed: [Dell Enterprise Hub is all you need to build AI on premises](<https://devfeed.tech/articles/dell-enterprise-hub-is-all-you-need-to-build-ai-on-premises-7164.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/dell-ai-applications>)

Author: Jeff Boudier; Andrew Reed; Simon Pagezy; Alvaro Bartolome; Thibault Goehringer; Arjuna; Balachandran Rajendran

Published: 2025-05-23T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [applications](<https://devfeed.tech/tags/applications.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [dell](<https://devfeed.tech/tags/dell.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [docker](<https://devfeed.tech/tags/docker.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>), [rag](<https://devfeed.tech/tags/rag.md>)

### AI overview

Dell Enterprise Hub adds an application catalog for deploying on-premises AI models and agentic applications on tested Dell server platforms.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## 🚀 Accelerating LLM Inference with TGI on Intel Gaudi

DevFeed: [🚀 Accelerating LLM Inference with TGI on Intel Gaudi](<https://devfeed.tech/articles/accelerating-llm-inference-with-tgi-on-intel-gaudi-7289.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/intel-gaudi-backend-for-tgi>)

Author: Baptiste Colle; Régis Pierrard; Ilyas Moutawwakil; Ella Charlaix; Ke Ding

Published: 2025-03-28T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [tgi](<https://devfeed.tech/topics/tgi.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [intel](<https://devfeed.tech/topics/intel.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [batching](<https://devfeed.tech/tags/batching.md>), [dell](<https://devfeed.tech/tags/dell.md>), [docker](<https://devfeed.tech/tags/docker.md>), [gaudi](<https://devfeed.tech/tags/gaudi.md>), [gemma](<https://devfeed.tech/tags/gemma.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [inference](<https://devfeed.tech/tags/inference.md>), [intel](<https://devfeed.tech/tags/intel.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mixtral](<https://devfeed.tech/tags/mixtral.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>), [quantization](<https://devfeed.tech/tags/quantization.md>), [tgi](<https://devfeed.tech/tags/tgi.md>)

### AI overview

This article announces the integration of Intel Gaudi support into the main TGI codebase through TGI's multi-backend architecture. It describes deployment options across Gaudi hardware generations, production features such as dynamic batching and streamed responses, support for multiple LLMs, multi-card inference, vision-language models, FP8 precision, and an official Docker image.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## netlab 1.9.3: MLAG, Static Routes, Node Cloning

DevFeed: [netlab 1.9.3: MLAG, Static Routes, Node Cloning](<https://devfeed.tech/articles/netlab-1-9-3-mlag-static-routes-node-cloning-11123.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2025/01/netlab-1-9-3-mlag-static-routes/>)

Published: 2025-01-10T07:15:00Z

Content type: release

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [Networks](<https://devfeed.tech/topics/networks.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [dell](<https://devfeed.tech/topics/dell.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [cisco](<https://devfeed.tech/tags/cisco.md>), [dell](<https://devfeed.tech/tags/dell.md>), [features](<https://devfeed.tech/tags/features.md>), [linux](<https://devfeed.tech/tags/linux.md>), [netlab](<https://devfeed.tech/tags/netlab.md>), [networks](<https://devfeed.tech/tags/networks.md>), [new-features](<https://devfeed.tech/tags/new-features.md>), [ospf](<https://devfeed.tech/tags/ospf.md>), [release](<https://devfeed.tech/tags/release.md>), [router](<https://devfeed.tech/tags/router.md>)

### AI overview

The netlab 1.9.3 release adds MLAG support across several network platforms, VRF and VLAN groups, expanded OSPF interface parameters, static routes with direct or indirect next hops, node cloning, and support for additional tools and platforms. It also includes changes to containers, addressing, validation, and per-node feature configuration.

### Source excerpt

netlab release 1.9.3 brings these new features: Multi-chassis Link Aggregation (MLAG) on Arista EOS, Aruba CX, Cumulus NVUE, and Dell OS10 VRF and VLAN groups Additional OSPF interface parameters (hello and dead timers, cleartext passwords, and DR priority) implemented on Arista EOS, Aruba CX, Cisco IOS/IOS-XE, Cisco Nexus OS, Cumulus Linux, Dell OS10, and FRRouting Static routes with direct or indirect next hops implemented on Arista EOS, Cisco IOS/IOS-XE, FRRouting, and Linux Node cloning plugin for users who want to build detailed digital twins of their networks. Consistent selection of default address pools based on the number of nodes attached to a link (this could change addressing in multi-provider topologies) Support for vjunos-router and Cisco NSO tool. Other new features include: Read more ...

## Build AI on premise with Dell Enterprise Hub

DevFeed: [Build AI on premise with Dell Enterprise Hub](<https://devfeed.tech/articles/build-ai-on-premise-with-dell-enterprise-hub-7165.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/dell-enterprise-hub>)

Author: Jeff Boudier; Philipp Schmid; Balachandran Rajendran; Ian Roche

Published: 2024-05-21T00:00:00Z

Content type: release

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Language models](<https://devfeed.tech/topics/language-models.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [announcement](<https://devfeed.tech/tags/announcement.md>), [api](<https://devfeed.tech/tags/api.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [containers](<https://devfeed.tech/tags/containers.md>), [dell](<https://devfeed.tech/tags/dell.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [hub](<https://devfeed.tech/tags/hub.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [large-language-models-llms](<https://devfeed.tech/tags/large-language-models-llms.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>)

### AI overview

Hugging Face announces Dell Enterprise Hub for training and deploying open large language models on-premises on Dell platforms. It provides curated models, enterprise-oriented model information, and deployment scripts configured for supported Dell hardware.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Networking Virtual Machines and Containers Must Work Reliably Out of the Box

DevFeed: [Networking Virtual Machines and Containers Must Work Reliably Out of the Box](<https://devfeed.tech/articles/famous-last-words-i-m-too-stupid-for-that-11011.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2024/05/too-stupid-to-make-it-work/>)

Published: 2024-05-06T06:25:00Z

Content type: opinion

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [networking](<https://devfeed.tech/topics/networking.md>), [virtual machines](<https://devfeed.tech/topics/virtual-machines.md>), [DHCP](<https://devfeed.tech/topics/dhcp.md>), [Vagrant](<https://devfeed.tech/topics/vagrant.md>), [dell](<https://devfeed.tech/topics/dell.md>)

Tags: [cisco](<https://devfeed.tech/tags/cisco.md>), [dell](<https://devfeed.tech/tags/dell.md>), [dhcp](<https://devfeed.tech/tags/dhcp.md>), [netlab](<https://devfeed.tech/tags/netlab.md>), [network](<https://devfeed.tech/tags/network.md>), [networking](<https://devfeed.tech/tags/networking.md>), [ssh](<https://devfeed.tech/tags/ssh.md>), [vagrant](<https://devfeed.tech/tags/vagrant.md>), [virtual-machines](<https://devfeed.tech/tags/virtual-machines.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>)

### AI overview

The article argues that free network operating system images distributed as containers or virtual machines must work reliably out of the box. It describes Junos vPTX rejecting DHCP-assigned addresses and Dell OS10 images having intermittent SSH server failures that make automation and CI/CD use impractical.

### Source excerpt

Some networking vendors realized that one way to gain mindshare is to make their network operating systems available as free-to-download containers or virtual machines. That's the right way to go; I love their efforts and point out who went down that path whenever possible1 (as well as others like Cisco who try to make our lives miserable). However, those virtual machines better work out of the box, or you'll get frustrated engineers who will give up and never touch your warez again, or as someone said in a LinkedIn comment to my blog post describing how Junos vPTX consistently rejects its DHCP-assigned IP address: "If I had encountered an issue like this before seeing Ivan's post, I would have definitely concluded that I am doing it wrong."2 Read more ...

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