AMD and the U.S. Department of Energy announced a combined $1 billion public-and-private investment for two Oak Ridge National Laboratory systems, Lux and Discovery, when both are fully deployed. That figure is not a disclosed $1 billion payment to AMD: the announcement gives neither the project-by-project funding split nor AMD’s contract value. Lux is the nearer-term AI-for-science system and was under construction at ORNL in AMD’s July 22, 2026 update; Discovery is the later flagship, with delivery planned for 2028 and user operations expected in 2029.
What the $1 billion figure means
AMD and DOE announced Lux and Discovery on October 27, 2025, describing them together as a $1 billion investment of public and private funding when fully deployed. The stated aim is to create secure, federated, standards-based U.S. infrastructure for AI and science. The announcement does not say how much funding is allocated to either system, how much each party contributes, or what AMD’s direct contract or revenue value is. Calling it a $1 billion AMD purchase order would go beyond what was disclosed. AMD’s October 27, 2025 announcement
How Lux and Discovery differ
| System | Purpose and partners | Announced components and software | Status and schedule |
|---|---|---|---|
| Lux | AI factory for model training, fine-tuning, deployment, and data-intensive scientific workloads. Co-developed by ORNL, AMD, Oracle Cloud Infrastructure (OCI), and HPE. | AMD Instinct MI355X GPUs, AMD EPYC CPUs, and AMD Pensando networking. The July 2026 update does not identify a specific ROCm configuration for Lux. | AMD said on July 22, 2026, that it was under construction at ORNL and expected to be the first operational Genesis Mission platform. Funded projects were expected to start in October 2026. |
| Discovery | DOE’s next ORNL flagship system, developed with AMD and HPE. | Next-generation AMD EPYC CPUs, codenamed “Venice,” and AMD Instinct MI430X GPUs were named in October 2025. AMD’s July 2026 update additionally described 6th Gen EPYC, Pensando networking, the ROCm software stack, and native FP64 precision. | ORNL expected delivery in 2028 and user operations in 2029, according to the October 2025 announcement. These are planned dates, not confirmation of delivery or operation. |
The systems are complementary rather than interchangeable: Lux is framed as an earlier AI-focused platform, while Discovery is planned as the later flagship. Their schedules and technical descriptions are announcements and may change. AMD’s October 2025 announcement and AMD’s July 22, 2026 update
What the systems are intended to do
AMD and DOE describe the infrastructure as supporting scientific computing and AI work across energy, materials, medicine, biology, advanced manufacturing, and national security. Lux is specifically presented as an AI factory that can support model training, fine-tuning, and deployment alongside data-intensive scientific workloads. These are intended uses, not reported results from either new system.
Windows Errors? Fix Them Before They Spread
Repair common Windows errors and clear accumulated junk for a smoother, more stable PC - no reinstall needed.Free scan · no reinstallCrashes, No Sound, or Screen Glitches?
Random freezes, missing sound and display glitches usually trace back to one bad driver. Find and replace yours safely.Free scan · under a minute#1 Best Overall
- Unopened retail packaging, sold as configured by Lenovo. One Year Courier or Carry In Lenovo Warranty. Add up to 5 years of coverage when you register your computer with Lenovo.
- The 14” Lenovo ThinkPad P14s Gen 6, Lenovo’s thinnest and lightest mobile workstation, boasts unmatched power with the AMD Ryzen AI 7 PRO 350 processor, delivering supreme AI performance for real-time workload optimization. This Copilot+ PC features AMD Radeon integrated graphics for intensive AI workflows for amplified productivity and efficiency.
- This mobile workstation is designed for business professionals, offering powerful performance with its advanced processor and ample memory, ensuring smooth multitasking and efficient workflows. The vibrant 14" display with high brightness and color accuracy is perfect for detailed work, while the long-lasting battery supports productivity on the go. While ideal for professionals, its robust features make it a great choice for anyone seeking a reliable and high-performing laptop.
- Plenty of ports, including: 1x USB-A (USB 5Gbps / USB 3.2 Gen 1); 1x USB-A (USB 5Gbps / USB 3.2 Gen 1), Always On; 2x USB-C (Thunderbolt 4 / USB4 40Gbps), with PD 3.0 and DisplayPort 1.4; 1x HDMI 2.1, up to 4K/60Hz; 1x Headphone / microphone combo jack (3.5mm); 1x Ethernet (RJ-45); and 1x Security keyhole.
- Boost your productivity with the Copilot+ mobile workstation. With a dedicated AI-driven neural processing unit, it revolutionizes work by crunching datasets, automating repetitive tasks, and optimizing workflows. Enjoy top-tier performance paired with exceptional efficiency for the most demanding tasks.
AMD cited an existing Frontier research example in its July 2026 update: one plant-imaging analysis process that it said took 168 hours was reduced to less than one minute. That is AMD’s example of research performed on Frontier, not a Lux or Discovery result, and should not be read as a promised performance gain for either planned system. AMD’s July 22, 2026 update
Where and when the systems are being built
Both systems are associated with Oak Ridge National Laboratory in Tennessee. In its July 22, 2026 update, AMD reported Lux under construction at ORNL and said it was expected to be the first operational platform for the Genesis Mission, with funded projects expected to begin in October 2026. That is a forward-looking expectation, not confirmation that operations or projects have started.
Rank #2
- 【High-Performance APU】The MS-S1 MAX features an AMD Ryzen AI Max+ 395 APU, integrating a Zen 5 architecture CPU (up to 5.1GHz, 16C/32T, 64M L3 Cache), an RDNA 3.5 GPU, and an NPU (50 TOPS). The total system output is 126 TOPS. It provides powerful parallel computing capabilities for demanding AI workflows. It is ideal for running local LLMs, multimodal models, and computationally intensive tasks
- 【128GB UMA Memory】Equipped with up to 128GB of LPDDR5x-8000MT/s unified memory, it enables the CPU and GPU to access a shared, high-bandwidth memory pool with extremely low latency. Ideal for large-scale AI inference, 3D workloads, and complex timelines in video editing. It eliminates traditional VRAM bottlenecks, ensuring smoother data transfer during high-intensity computations. The UMA design maximizes performance stability under high loads
- 【Flexible Expansion】The MS-S1 MAX features USB4 V2 (up to 80Gbps), dual 10GbE LAN, HDMI 2.1 (up to 8K60), a full-length PCIe x16 expansion slot, and dual M.2 slots supporting up to 16TB RAID 0/1. Wi-Fi 7 provides stronger signal coverage and a more stable wireless experience. The slide-out design facilitates upgrades and maintenance. It easily adapts to personal, studio, or rack-mount enterprise environments
- 【High-Efficiency Cooling System】Utilizing an aerospace-grade aluminum alloy chassis, copper base plate, six heat pipes, dual turbine fans, and advanced PCM thermal conductive material, it maintains stable cooling performance even under continuous load. This system supports 130W continuous power and 160W peak power operation, with a built-in 320W power supply. It boasts multiple global certifications including CCC, FCC, UL, CE, and UKCA, ensuring stable and reliable operation in various environments
- 【Cluster Design】Two MS-S1 MAX units can be configured as a dual-unit cluster to run a large 235B Q4 model locally, achieving an output speed of 10.87 tok/s. Supporting 2U rack deployment, multiple MS-S1 MAX units can be cascaded into a distributed cluster to create a high-efficiency AI computing center. A cluster of four MS-S1 MAX units successfully ran a DeepSeek-R1 671B Q4 large model. A reserved cluster power-on interface allows for unified start-up and shutdown
For Discovery, the October 2025 announcement gave a longer schedule: delivery expected in 2028, followed by user operations expected in 2029. The July 2026 update adds technical detail but does not establish that those milestones have occurred. AMD’s October 27, 2025 announcement and AMD’s July 22, 2026 update
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.What has not been disclosed
- The portion of the combined investment assigned to Lux versus Discovery.
- Each funder’s contribution or a project-level funding breakdown.
- AMD’s direct contract value or revenue from the announcement.
- Completed deployment dates or measured performance results for either new system.
Accordingly, the $1 billion headline describes the combined planned investment in two systems—not a confirmed payment to AMD. The companies’ stated schedules, configurations, and expected benefits remain prospective.
What’s actually slowing this PC down?
Pick the symptom - the matching free tool is one click away.
Quick Recap
Best Value
- Powerful Ryzen 7 Performance for Business & Multitasking: Powered by AMD Ryzen 7 6800H with 8 cores and 16 threads, the BOSGAME P3 Lite Mini PC handles demanding workloads including large spreadsheets, content creation, programming, virtualization, video conferencing and multitasking. Radeon 680M graphics delivers smooth 4K media playback and supports casual gaming when you need it.
- Ready-to-Work with 32GB DDR5 and 1TB SSD: Pre-installed with 32GB DDR5 RAM (Dual-channel, expandable up to 64GB) and a 1TB NVMe PCIe 4.0 SSD. Featuring dual M.2 2280 slots that support up to 8TB expansion, the P3 Lite mini computer ensures ultra-fast data transfer and massive capacity. This mini desktop is perfect for power users seeking top-tier multitasking and lightning-fast boot times.
- Full-Featured USB 4.0 & Triple Display: Equipped with 40Gbps USB 4.0, HDMI, and DisplayPort, the P3 Lite mini desktop computer supports Triple 4K@60Hz or a single 8K display. This blazing-fast port enables PD charging, high-speed external drives, and external GPU (eGPU) support. Transform your desk into a minimalist workstation with a single-cable connection—powering your mini desktop computer and transferring data simultaneously.
- Professional Connectivity and Expandability: Equipped with dual 2.5G RJ45 Ethernet ports, Wi-Fi 6E, and Bluetooth 5.2, this Small Form Factor PC offers ultra-stable, high-bandwidth connectivity. The dual-LAN design is ideal for NAS users, software routers, and secure hardware firewalls, ensuring lag-free online gaming and efficient remote work.
- Reliable Support: Pre-installed with Win11 Pro and fully compatible with Ubuntu, this Micro Desktop PC features Auto Power-on and Wake-on-LAN for professional needs. Its advanced cooling system and 45W energy-efficient design ensure a quiet workspace. Includes a 1-year warranty, 30-day returns, and 24/7 lifetime technical support.
Rank #4
- 【Leading AI Mini Workstation】MINISFORUM AI MS-S1 Max Workstation comes with AMD Ryzen AI Max+ 395 processor, which uses AMD's latest generation Zen 5 architecture. It has 16 Cores and 32 Threads, the boost clock is up to 5.1GHz. The overall processor performance is up to 126 TOPS, and the NPU performance reaches up to 50 TOPS. AMD Ryzen AI enables improved productivity, advanced collaboration, and improved efficiency.
- 【AMD Radeon 8060S Graphics 】The MS-S1 Max Mini PC equipped with AMD Radeon 8060S Graphics which built on the new generation of RDNA 3.5 architecture AMD graphics, it brings ultra-high frame rate experiences and advanced content creation features anywhere and delivers staggering performance. It can handle all your computing and multimedia tasks efficiently.
- 【Five 8K Video Output】This MS-S1 Max Workstation comes with five video outputs, 1x HDMI (8K@60Hz), 2x USB4(40Gbps,Alt DP2.0,PD out 15W) and 2x USB4 V2(80Gbps,Alt DP2.0,PD out 15W) Outputs, which support multiple monitors display at the same time and provide a larger and wider filed of view and improve your work efficiency. It is used in fields that require high-performance computing and graphics processing, including digital signage and securities trading, as well as work that uses CAD, such as engineering design, scientific calculations, animation production, and post-production for movies and television
- 【 Fast and Stable Wire & Wireless Speed】It comes with Two 10G Lan Ports for wired connection and and Wi-Fi 7 / BT5.4 for wireless connection, which increased the network speed greatly and expand its functions and improved performance of computer to a large extent and allows you to use more networks such as software routers (OpenWRT / DD-WRT / Tomato etc.), firewalls, NAT, network isolation etc.
- 【Large Storage & Flexible Expandability】This Workstation equipped with 64GB LPDDR5-8000MHz + 2TB M.2 2280 PCIe4.0 SSD. There is another PCIe4.0 SSD slot available for up to 8TB, these SSD slots are compatible with RAID0 and RAID1, you can store movies, videos, photos, important files easily. What’s more, it also comes with 1x standard PCIex16 slot(PCIe4.0x4) inside.
Rank #3
- Unlock next-generation AI computing with AMD Ryzen AI Max+ 395 processor featuring 16 cores, 32 threads, up to 5.1GHz boost clock, and integrated Ryzen AI engine delivering up to 126 TOPS AI performance. EVO-X3 is designed for local AI models, content creation, development, and professional workloads.
- OCuLink External GPU Expansion – Upgrade Beyond a Mini PC: Take your graphics performance further with a dedicated OCuLink (PCIe 4.0 x4) interface. Connect an external GPU dock to add desktop-class graphics power for AAA gaming, AI acceleration, 3D rendering, video production, and advanced creative applications. EVO-X3 gives you the flexibility of a compact PC with workstation-level expansion capability.
- AI NPU with XDNA 2 ARCHITECTURE - Powered by 16 “Zen 5” CPU cores, 50+ peak AI TOPS XDNA 2 NPU and a truly massive integrated GPU driven by 40 AMD RDNA 3.5 CUs, the Ryzen AI MAX+ 395 is a transformative upgrade and delivers a significant performance boost over the competition. The Ryzen AI Max+ 395 excels in consumer AI workloads like the llama.cpp-powered application: LM Studio. Shaping up to be the must-have app for client LLM workloads, LM Studio allows users to locally run the latest language model without any technical knowledge required and unleash their creativity and productivity.
- AMD RADEON 8090S iGPU GAMING PC - The AMD Radeon RX 8060S offers all 40 CUs with up to 2.9 GHz graphics clock and uses the new RDNA 3.5 architecture. The powerful iGPU is positioned between an RTX 4060 and 4070 laptop GPU and therefore enables gaming in FHD at maximum details in most demanding games. The 8060S can also utilize the full 128GB pool, which is perfect for running LLMs such as Deepseek 70B Q8, which runs comfortably on this machine.
- EIGHT CHANNEL LPDDR5X - LPDDR5X is a new ground breaking memory small form factor installed on-board. With blazing speeds up to to 8000MT/s, it runs 1.5x faster than the DDR5 SODIMMs; 90% better performance over DDR5 SODIMMs in video conferencing and photo editing; 30% better performance in productivity apps; 12% better performance in digital content workloads.
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
