MSI, a leading global provider of high-performance server solutions, is excited to unveil its latest AMD EPYC 9005 Series CPU-based server boards and platforms at SC24 (SuperComputing 2024), Booth #3655, from November 19-21. Built on the OCP Modular Hardware System (DC-MHS) architecture, these new platforms deliver high-density, AI-ready solutions, including multi-node, enterprise, CXL memory expansion, and GPU servers, designed to meet the intensive demands of modern data centers.

"As AI continues to reshape the landscape of data center infrastructure, MSI's servers, powered by the AMD EPYC 9005 Series processors, offer unmatched density, energy efficiency, and cost optimization—making them ideal for modern data centers," said Danny Hsu, General Manager of Enterprise Platform Solutions. "Our servers optimize thermal management and performance for virtualized and containerized environments, positioning MSI at the forefront of AI and cloud-based workloads."

SilverStone Technology, a leading manufacturer of innovative PC components, is excited to introduce the SETA A2, our latest mid-tower chassis that upgrades the original SETA A1. The SETA A2 builds on the sleek aluminium front panel design, now with full perforation to optimize cold air intake for better cooling performance and system efficiency.

This updated chassis offers significantly enhanced versatility, accommodating motherboards from ATX up to SSI-CEB, making it ideal for various setups—from high-end gaming rigs to professional workstation systems. To meet the demands of today's high-performance components, the SETA A2 is designed with a robust cooling system, supporting up to eleven 140 mm fans and featuring radiator mounts on the front, side, and top for sizes up to 420 mm. These capabilities make it an excellent fit for powerful CPUs and GPUs that require intense cooling.

XPG, a fast-growing provider of systems, components, and peripherals for Gamers, Esports Pros, and Tech Enthusiasts and gaming brand of ADATA Technology, the world's leading brand for memory modules and flash memory, has now expanded its product line and officially entered the field of workstations. Today XPG announced the launch of the first AICORE Overclocked DDR5 R-DIMM, with a maximum speed of 8,000 MT/s and a capacity of 32 GB, making challenging large-capacity workstation memory expansions a breeze. AICORE is built for improving overall system performance, process complex data, multi-tasking more quickly, and maximize the efficiency of AI computing.

Born for High-Speed Computing and AI Development
R-DIMM adopts a Register Clock Driver (RCD) and is characterized by high-speed, low-latency, and enhanced operational stability. AICORE Overclocked R-DIMM memory is designed for high speed and stability and is perfect for large-scale data processing, AI generation, 3D rendering and graphics, video post-production editing, and multitasking. AICORE is designed for securities markets that emphasize real-time data analysis and data science professionals or expert image creators to accelerate work efficiency and quickly complete various large-scale projects. AICORE Overclocked DDR5 R-DIMM memory has a maximum speed of 8,000 MT/s which is 1.6 times faster than standard R-DIMM memory, delivering more powerful performance to meet the rigorous speed requirements of high-end systems.

Silverstone on Thursday launched the ALTA D1, a highly modular chassis meant for workstations, high-end desktops (HEDTs), and even SMB servers. This case was a star attraction at the 2024 Computex booth, and we covered it. The case is meant to be oriented as a full-tower, with several modular internal components that let you use the case in different ways. Don't want two PSUs? Replace the second PSU bay with a pair of 5.25-inch drive bays. Don't have a lot of add-on cards? Put that space to use for cooling or storage. There is a plethora of configurations possible with the various included components, cages, and bays.

The case's basic internal structure is horizontally partitioned, with the lower half containing the motherboard tray. There's room for an SSI-EEB (12-inch x 13-inch), or a larger specialized form-factor that's up to 15.12-inch x 13.2-inch. There's a total of 11 expansion slots, with almost 1.5x add-on card height clearance, so you can use the most bulky graphics cards or AI GPU cards with their 12V-2x6 connections sticking out from the top. You can even mount server-grade high airflow ventilation. The case includes a pair of 180 mm intake fans, and a 140 mm rear exhaust. There is a third 140 mm intake fan for the upper compartment. The upper compartment has a pair of rear-ended bays for either redundant-PSU, or single PSU, with the other bay holding a pair of 5.25-inch drives. Toward the front are a set of drive cages that can be arranged along the length of the case. You can even have a third PSU toward the lower half of the front-end. Available now, the case is priced at $799.99. You can add wheels to it for another $20.

BOXX Technologies, the leading innovator of high-performance computer workstations, rendering systems, and servers, today announced that its best-selling APEXX S-Class workstations now feature Intel Core Ultra 7 and Ultra 9 processors. The new CPUs deliver outstanding performance for CAD, 3D design, motion media, and other professional software applications. BOXX is first to market with workstations featuring the new Intel Core Ultra processors and is accepting orders now.

"Intel Core Ultra processors unlock new levels of performance with features like AI optimization, increased PCIe lanes, and maximized peripheral connectivity," said BOXX founder and Chief Technology Officer Tim Lawrence. "Whether you're 3D modeling, video editing, engineering, designing, or utilizing AI enhancements, BOXX APEXX S-class systems powered by Intel Core Ultra processors will accelerate your creative applications and render engines through their most demanding tasks."

AMD today introduced the Radeon PRO V710, the newest member of AMD's family of visual cloud GPUs. Available today in private preview on Microsoft Azure, the Radeon PRO V710 brings new capabilities to the public cloud. The AMD Radeon PRO V710's 54 Compute Units, along with 28 GB of VRAM, 448 GB/s memory transfer rate, and 54 MB of L3 AMD Infinity Cache technology, support small to medium ML inference workloads and small model training using open-source AMD ROCm software.

With support for hardware virtualization implemented in compliance with the PCI Express SR-IOV standard, instances based on the Radeon PRO V710 can provide robust isolation between multiple virtual machines running on the same physical GPU and between the host and guest environments. The efficient RDNA 3 architecture provides excellent performance per watt, enabling a single slot, passively cooled form factor compliant with the PCIe CEM spec.

ASUS today announced its participation in the upcoming IBC 2024, showcasing the theme A Glimpse into Tomorrow's Tech.Visitors to the ASUS booth (Hall 2 Booth #A29 RAI Amsterdam) will be able to enjoy the ProArt Masters' Talks featuring industry experts from renowned companies Adobe, NVIDIA and Scan Computers, as well as professional filmmaker Bas Goossens, professional senior trainer Leon Barnard, and co-founder and CEO of Redshark Media, Matt Gregory.

As well, through the full run of IBC from September 13-16, 2024, ASUS will highlight a range of cutting-edge technology ideal for professionals, including ProArt Display PA32KCX, the world's first 8K Mini LED professional monitor; ProArt Display OLED PA32UCDM, which brings 4K QD-OLED to creators; ProArt Display 5K PA27JCV, featuring a stunning 5120 x 2880 resolution for unparalleled clarity; and ProArt Display PA32UCE and PA27UCGE, the latest 4K monitors with built-in calibration. The latest ASUS AI-powered laptops and workstations will also be on show.

SCHENKER is updating the KEY series with three new models for 2024. As the most powerful laptop in the portfolio, the 17.3-inch KEY 17 Pro desktop replacement workstation receives a significant upgrade to its comprehensive features: two Thunderbolt 5 ports allow for maximum flexibility. With the fastest laptop processor, the Intel Core i9-14900HX, and graphics cards up to the NVIDIA GeForce RTX 4090, the Varjo-Ready-certified KEY 17 Pro excels as a powerful, professional VR and content creation workstation. New additions to the product range include the 14-inch SCHENKER KEY 14 with an Intel Core Ultra 7 155H and the 16-inch KEY 16 Pro with an Intel Core i9-14900HX. Both models feature graphics cards up to the GeForce RTX 4070 and are NVIDIA GeForce RTX Studio certified.

SCHENKER KEY 17 Pro: Desktop Replacement Workstation with Two Thunderbolt 5 Ports, PCIe 5.0 SSD, Optional UHD Display, and Varjo-Ready Certification
The SCHENKER KEY 17 Pro (M24) succeeds its predecessor with a crucial upgrade: two Thunderbolt 4 ports have been replaced by two Thunderbolt 5 ports with a total bandwidth of 80 Gbps (shared by both ports, depending on the bandwidth requirement per connection) for the best display experience. This laptop provides maximum performance with the next generation of Thunderbolt 5 peripherals, such as multifunctional docking stations and high-performance external storage solutions or the newest DP2.1 based displays. One of these multi-purpose ports can also support charging the workstation with up to 100 watts. The significantly increased bandwidth compared to the previous generation allows for the operation of up to three external 4K monitors at 144 Hz or dual 6K displays. Thunderbolt 5 technology offers maximum flexibility, being backwards compatible with existing Thunderbolt 4, Thunderbolt 3 and USB peripherals. Additionally, Thunderbolt Share enables direct data exchange and ultra-low-latency screen sharing between two computers.

Intel today launched its Xeon W-3500 series and Xeon W-2500 series workstation processors. These chips are based on the "Sapphire Rapids" microarchitecture featuring the enterprise version of "Golden Cove" P-cores. These are a refresh over the Xeon W-3400 series and W-2400 series, as they feature higher CPU core counts, L3 cache, and clock speeds, at given price-points. Intel has also slightly de-cluttered its lineup with this series. The key difference between the W-3500 series and the W-2500 series, is that the former comes with 8-channel DDR5 memory interface and 112 PCI-Express Gen 5 lanes; while the latter offers a 4-channel DDR5 memory interface, along with 64 PCI-Express Gen 5 lanes. The W-2500 series also comes with lower CPU core counts compared to the W-3500, which is somewhat made up for with higher CPU clock speeds. Perhaps the highlight of this refresh is that now Intel sells CPU core counts of up to 60-core/120-thread in the workstation segment. The W-3400 series had topped off at 36-core/72-thread.

The series is led by the Xeon W9-3595X. This beast maxes out the "Sapphire Rapids" chip, with a 60-core/120-thread configuration, with each of the 60 cores featuring 2 MB of dedicated L2 cache, and sharing 112.5 MB of L3 cache. The chip comes with a base frequency of 2.00 GHz, and a maximum boost frequency of 4.80 GHz. The next highest SKU sees a rather steep drop in core-counts, with the Xeon W9-3575X coming in with a 44-core/88-thread configuration, along with 97.5 MB of shared L3 cache, besides the 2 MB of dedicated L2 cache per core. This chip ticks at 2.20 GHz base, along with 4.80 GHz maximum boost. There's yet another steep drop in core-counts with the Xeon W7-3545, featuring a 24-core/48-thread configuration, 67.5 MB of shared L3 cache, 2.70 GHz base frequency, and 4.80 GHz maximum boost.

In the age of AI, computing power has become a vital component for driving innovation. For most industries, using professional-grade workstations as the computing engine enables efficient computing and infinite creativity. A workstation is a multi-purpose computer that supports high-performance computing in a distributed network setting. It excels at graphics processing and task parallelism, making it suitable for a wide range of AI applications as well as common visual design tasks.

For example, the workstation can fully meet the requirements for multi-task processing, such as 3D modeling, large-scale industrial drawing, advertising rendering output, non-linear video editing, file rendering production and acceleration, and so on. The computer can also perform effectively in a wide range of model loadings and professional software, as well as remote system maintenance and monitoring in unsupervised settings, which has the potential to revolutionize the application domain.

Just a few months after hiring Ben Skeggs, a lead maintainer of the open-source NVIDIA GPU driver for Linux kernel, NVIDIA has announced a complete transition to open-source GPU kernel modules in its upcoming R560 driver release for Linux. This decision comes two years after the company's initial foray into open-source territory with the R515 driver in May 2022. The tech giant began focusing on data center compute GPUs, while GeForce and Workstation GPU support remained in the alpha stages. Now, after extensive development and optimization, NVIDIA reports that its open-source modules have achieved performance parity with, and in some cases surpassed, their closed-source counterparts. This transition brings a host of new capabilities, including heterogeneous memory management support, confidential computing features, and compatibility with NVIDIA's Grace platform's coherent memory architectures.

The move to open-source is expected to foster greater collaboration within the Linux ecosystem and potentially lead to faster bug fixes and feature improvements. However, not all GPUs will be compatible with the new open-source modules. While cutting-edge platforms like NVIDIA Grace Hopper and Blackwell will require open-source drivers, older GPUs from the Maxwell, Pascal, or Volta architectures must stick with proprietary drivers. NVIDIA has developed a detection helper script to guide driver selection for users who are unsure about compatibility. The shift also brings changes to NVIDIA's installation processes. The default driver version for most installation methods will now be the open-source variant. This affects package managers with the CUDA meta package, run file installations and even Windows Subsystem for Linux.

Tenstorrent is launching their next generation Wormhole chip featuring PCIe cards and workstations designed for developers who are interested in scalability for multi-chip development using Tenstorrent's powerful open-source software stacks.

These Wormhole-based cards and systems are now available for immediate order on tenstorrent.com:

• Wormhole n150, powered by a single processor
• Wormhole n300, powered by two processors
• TT-LoudBox, a developer workstation powered by four Wormhole n300s (eight processors)

Silverstone in its 2024 Computex booth showcased the brand's pivot toward premium cases meant for workstations and servers used in the development or acceleration of AI applications. These cases span across industry-standard rackmount form-factors, as well as full-towers, so SMBs and startups could have on-floor AI acceleration machines set up. For AI on the edge, Silverstone showcased the GM1000 2U Gold, a 1000 W redundant PSU, the XE02-4677, a 2U cooling solution for Socket LGA4677, and the RM22-312 2U chassis.

For the general purpose server and SMB AI acceleration markets, the company showcased its RM44 4U case that can be used both as a tower and in a rack, The XE360-4677, which is a 360 mm x 120 mm AIO liquid CPU cooler for LGA4677, and the Gemini 900A Gold, an 80 Plus Gold rated 900 W redundant power supply. AI development systems see the lion's share of Silverstone's signature aesthetics and innovations, as these cases blur the lines between high-end desktops and workstations. The Alta D1 is an ATX full-tower, which can hold an SSI-EEB motherboard with up to 11 expansion slots for multiple GPUs, provision for either redundant PSUs or 5.25-inch cages that can be used as mounts for multiple SSDs; and provision for a couple of large radiators, to cool the CPU.

ZOTAC Technology, a global manufacturer focused on innovative and high-performance hardware solutions, will return to COMPUTEX 2024 to showcase its biggest push yet into brand-new product categories. At this year's exhibition, ZOTAC will unveil its first attempt at creating a unique Handheld Gaming PC with advanced controls and features, allowing gamers to enjoy their favorite games on the go like never before with maximum competitive advantage.

Also in ZOTAC's extensive lineup is a full-fledged selection of AI-focused computational hardware, including a new workstation-grade External GPU Box series for hassle-free GPU compute and AI acceleration, ZBOX mini PCs powered by Intel Core Ultra CPUs equipped with integrated neural processing units (NPU), as well as other enterprise-grade solutions, such as GPU Servers and Arm-based NVIDIA Jetson systems, offering users a broad selection of AI accelerators in applications big and small.

Today, Lenovo launched the Lenovo ThinkPad P14s Gen 5 designed for professionals who need top-notch performance in a portable 14-inch chassis. Featuring a stunning 16:10 display, this mobile workstation is powered by AMD Ryzen PRO 8040 HS-Series processors. These processors are ultra-advanced and energy-efficient, making them perfect for use in thin and light mobile workstations. The AMD Ryzen PRO HS- Series processors also come with built-in Artificial Intelligence (AI) capabilities, including an integrated Neural Processing Unit (NPU) for optimized performance in AI workflows.

The Lenovo ThinkPad P14s Gen 5 is provided with independent software vendor (ISV) certifications and integrated AMD Radeon graphics, making it ideal for running applications like AutoCAD, Revit, and SOLIDWORKS with seamless performance. This mobile workstation is ideal for mobile power users, offering advanced ThinkShield security features and passes comprehensive MIL-SPEC testing for ultimate durability.

Today, Lenovo launched its latest mobile workstation offerings meticulously crafted to deliver the exceptional power and performance essential for handling complex workloads. Lenovo's ThinkPad P1 Gen 7, P16v i Gen 2, P16s i Gen 3, and P14s i Gen 5, with their cutting-edge AI technologies, are set to transform the way professionals engage with AI workflows. By collaborating with industry partners, Intel, NVIDIA, and Micron, Lenovo has introduced powerful and performance-packed AI PCs that meet the demands of modern-day AI-intensive tasks. The inclusion of the Intel Core Ultra processors with their integrated neural processing unit (NPU) and NVIDIA RTX Ada Generation GPUs signifies a major advancement in AI technology, boosting overall performance and productivity capabilities.

The latest ThinkPad P series mobile workstations powered by Intel Core Ultra processors and NVIDIA RTX Ada Generation GPUs deliver flexible, high-performance, and energy-efficient AI-ready PCs. The integrated NPU is dedicated to handling light, continuous AI tasks, while the NVIDIA GPU runs more demanding day-to-day AI processing. This combination enables smooth and reliable functioning of AI technologies, serving professionals engaged in diverse tasks ranging from 3D modeling and scene development to AI inferencing and training.

After two years of decline, the worldwide traditional PC market returned to growth during the first quarter of 2024 (1Q24) with 59.8 million shipments, growing 1.5% year over year, according to preliminary results from the International Data Corporation (IDC) Worldwide Quarterly Personal Computing Device Tracker. Growth was largely achieved due to easy year-over-year comparisons as the market declined 28.7% during the first quarter of 2023, which was the lowest point in PC history. In addition, global PC shipments finally returned to pre-pandemic levels as 1Q24 volumes rivaled those seen in 1Q19 when 60.5 million units were shipped.

With inflation numbers trending down, PC shipments have begun to recover in most regions, leading to growth in the Americas as well as Europe, the Middle East, and Africa (EMEA). However, the deflationary pressures in China directly impacted the global PC market. As the largest consumer of desktop PCs, weak demand in China led to yet another quarter of declines for global desktop shipments, which already faced pressure from notebooks as the preferred form factor.

All-in-one computers are often traditionally seen as lower-powered alternatives to traditional desktop workstations. However, a new offering from Alafia AI, a startup focused on medical imaging appliances, aims to shatter that perception. The company's upcoming Alafia Aivas SuperWorkstation packs serious hardware muscle, demonstrating that all-in-one systems can match the performance of their more modular counterparts. At the heart of the Aivas SuperWorkstation lies a 128-core Ampere Altra processor, running at 3.0 GHz clock speed. This CPU is complemented by not one but three NVIDIA L4 GPUs for compute, and a single NVIDIA RTX 4000 Ada GPU for video output, delivering a combined 28,416 CUDA cores for accelerated parallel computing tasks. The system doesn't skimp on other components, either. It features a 4K touch display with up to 360 nits of brightness, an extensive 2 TB of DDR4 RAM, and storage options up to an 8 TB solid-state drive. This combination of cutting-edge CPU, GPU, memory, and storage is squarely aimed at the demands of medical imaging and AI development workloads.

The all-in-one form factor packs this incredible hardware into a sleek, purposefully designed clinical research appliance. While initially targeting software developers, Alafia AI hopes that institutions that can optimize their applications for the Arm architecture can eventually deploy the Aivas SuperWorkstation for production medical imaging workloads. The company is aiming for application integration in Q3 2024 and full ecosystem device integration by Q4 2024. With this powerful new offering, Alafia AI is challenging long-held assumptions about the performance limitations of all-in-one systems. The Aivas SuperWorkstation demonstrates that the right hardware choices can transform these compact form factors into true powerhouse workstations. Especially with a combined total output of three NVIDIA L4 compute units, alongside RTX 4000 Ada graphics card, the AIO is more powerful than some of the high-end desktop workstations.

MAINGEAR, a leading provider of high-performance custom PC systems, and Phison, a global leader in NAND controllers and storage solutions, today unveiled groundbreaking MAINGEAR PRO AI workstations with Phison's aiDAPTIV+ technology. Specifically engineered to democratize Large Language Model (LLM) development and training for small and medium-sized businesses (SMBs), these ultra-powerful workstations incorporate aiDAPTIV+ technology to deliver supercomputer LLM training capabilities at a fraction of the cost of traditional AI training servers.

As the demand for large-scale generative AI models continues to surge and their complexity increases, the potential for LLMs also expands. However, this rapid advancement in LLM AI technology has led to a notable boost in hardware requirements, making model training cost-prohibitive and inaccessible for many small to medium businesses.

SilverStone Technology, a pioneer in innovative computer hardware solutions, unveils its latest groundbreaking addition to the 19-inch rackmount server chassis market—the RM600 and RM61-312. Designed to exceed conventional standards, the RM600 represents SilverStone's bold venture into the 6U height form factor, showcasing unparalleled cooling performance and versatility for demanding server applications. Additionally, it serves as the foundation upon which the RM61-312 is built.

SilverStone's venture into rackmount workstation chassis with liquid cooling radiator support has opened new horizons for server infrastructure design, setting a precedent for enhanced cooling efficiency and adaptability. The RM600 exemplifies this pioneering spirit. Boasting a 6U height and 19-inch rackmount form factor, it offers unparalleled flexibility by integrating not one, not two, but a total three sets of 360 mm radiator support into its comprehensive design.

ZOTAC Technology Limited, a global leader in innovative technology solutions, expands its product portfolio with the GPU Server Series. The first series of products in ZOTAC's Enterprise lineup offers organizations affordable and high-performance computing solutions for a wide range of demanding applications, from core-to-edge inferencing and data visualization to model training, HPC modeling, and simulation.

The ZOTAC series of GPU Servers comes in a diverse range of form factors and configurations, featuring both Tower Workstations and Rack Mount Servers, as well as both Intel and AMD processor configurations. With support for up to 10 GPUs, modular design for easier access to internal hardware, a high space-to-performance ratio, and industry-standard features like redundant power supplies and extensive cooling options, ZOTAC's enterprise solutions can ensure optimal performance and durability, even under sustained intense workloads.

2024 will be the year generative AI gets personal, the CEOs of NVIDIA and HP said today in a fireside chat, unveiling new laptops that can build, test and run large language models. "This is a renaissance of the personal computer," said NVIDIA founder and CEO Jensen Huang at HP Amplify, a gathering in Las Vegas of about 1,500 resellers and distributors. "The work of creators, designers and data scientists is going to be revolutionized by these new workstations."

Greater Speed and Security
"AI is the biggest thing to come to the PC in decades," said HP's Enrique Lores, in the runup to the announcement of what his company billed as "the industry's largest portfolio of AI PCs and workstations." Compared to running their AI work in the cloud, the new systems will provide increased speed and security while reducing costs and energy, Lores said in a keynote at the event. New HP ZBooks provide a portfolio of mobile AI workstations powered by a full range of NVIDIA RTX Ada Generation GPUs. Entry-level systems with the NVIDIA RTX 500 Ada Generation Laptop GPU let users run generative AI apps and tools wherever they go. High-end models pack the RTX 5000 to deliver up to 682 TOPS, so they can create and run LLMs locally, using retrieval-augmented generation (RAG) to connect to their content for results that are both personalized and private.

NVIDIA and HP Inc. today announced that NVIDIA CUDA-X data processing libraries will be integrated with HP AI workstation solutions to turbocharge the data preparation and processing work that forms the foundation of generative AI development.

Built on the NVIDIA CUDA compute platform, CUDA-X libraries speed data processing for a broad range of data types, including tables, text, images and video. They include the NVIDIA RAPIDS cuDF library, which accelerates the work of the nearly 10 million data scientists using pandas software by up to 110x using an NVIDIA RTX 6000 Ada Generation GPU instead of a CPU-only system, without requiring any code changes.

Simply NUC, Inc, a leading custom computing company, proudly announced the expansion of the Onyx product line with Onyx Pro, a revolutionary Mini Workstation designed to cater to diverse computing needs. Powered by the Intel Core i9 vPro "Raptor Lake" 13900H CPU, Intel IRIS Xe integrated graphics, and featuring optional graphics cards such as NVIDIA T1000, Radeon Pro WX 3200, and Intel Arc A40, the Onyx Pro redefines computing in a compact form factor.

"Introducing the Onyx Pro marks a pivotal moment for Simply NUC." said Jonny Smith, CEO of Simply NUC "Powered by Intel Core i9 vPro "Raptor Lake", it's our first product with 10G fiber (x2) and standard quad network ports. With unmatched performance, AI-readiness, and advanced networking, Onyx Pro sets a new standard for compact workstations."

Today, Lenovo announced a strategic partnership with Anaconda Inc., the leading provider of the world's most popular artificial intelligence (AI), machine learning (ML) and data science platform, to empower Lenovo's high performance data science workstations. The partnership will couple Lenovo's trusted ThinkStation and ThinkPad workstation product portfolio heritage and leadership with Anaconda's enterprise strengths for open-source leadership, security, and reliability.

The rapidly evolving world of artificial intelligence, deep learning and generative AI is opening up new opportunities for businesses and data scientists. Much of the AI innovation taking place today is driven by open-source software and cloud-based solutions, with Python being a leading software language for AI applications. However, the data security risks associated with utilizing open-source software at an enterprise level, privacy concerns and often prohibitive cost of cloud-based AI solutions, is causing many organizations to rethink their approach to investment in AI development. With Intel -powered Lenovo workstations architected with the latest generations of professional NVIDIA GPUs built for large-language model fine-tuning, and the Anaconda Navigator's ability to enable businesses to leverage open-source and AI with enhanced security, scale, and governance mechanisms in place, the partnership allows data scientists to create and deploy AI solutions with first class hardware and enterprise-grade AI software support within a more manageable investment framework.