Reduces HBM Costs with GPU–Tenstorrent Heterogeneous Distributed Serving
First unveiled at Tenstorrent's launch event, TT-Deploy, in San Francisco on May 1
SANTA CLARA, Calif., May 2, 2026 /PRNewswire/ -- Moreh, an AI infrastructure software company, led by CEO Gangwon Jo, announced that it has successfully validated LLM inference performance on the Tenstorrent Galaxy Wormhole system using its proprietary 'MoAI Inference Framework.'
Based on tests across leading Mixture-of-Experts (MoE) models—including GPT-OSS, Qwen, GLM, and DeepSeek—Moreh achieved LLM inference performance on Tenstorrent Galaxy Wormhole matching or surpassing NVIDIA DGX A100-class systems, demonstrating a compelling alternative to conventional GPU-centric AI infrastructure.
Moreh also improved cost efficiency by implementing a disaggregated serving architecture that combines GPUs with Tenstorrent Wormhole chips. By utilizing Tenstorrent processors as dedicated prefill accelerators, the company reduced reliance on high-cost HBM and lowered overall infrastructure costs.
The results were first unveiled at Tenstorrent's launch event, TT-Deploy, held on May 1 in San Francisco.
As a strategic partner of Tenstorrent and a major external contributor to Metalium, Moreh showcased a live LLM inference demo at the event. Building on its experience operating AMD GPU-based production environments in real-world data centers, the company presented its latest technical achievements in 'Production-Ready LLM Inference on Tenstorrent Galaxy.'
MoAI Inference Framework is a disaggregated inference solution that enables unified operation of heterogeneous GPUs and NPUs—including NVIDIA, AMD, and Tenstorrent—within a single cluster. This allows enterprises to build flexible AI infrastructure strategies without vendor lock-in.
Moreh CEO Gangwon Jo stated, "Achieving production-grade LLM inference performance and stability on Tenstorrent-based systems marks a significant milestone," and added, "We will continue to enhance performance through deeper optimization across heterogeneous architectures and closer integration with Tenstorrent NPUs."
Moreh is developing its own core AI infrastructure engine and, through its foundation LLM subsidiary Motif Technologies, is building end-to-end capabilities spanning both infrastructure and model domains. Simultaneously, the company is making its mark in the global market through collaborations with key partners such as AMD, Tenstorrent, and SGLang.
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MOREH Demonstrates Production-Ready LLM Inference on Tenstorrent Galaxy, Achieving DGX A100-Class Performance with Improved Cost Efficiency
Egyptian student wins inaugural Open Innovation Challenge with VELORA, a watch concept set for production with a portion of sales proceeds supporting a breast cancer organisation in Egypt
HONG KONG, Oct. 31, 2026 /PRNewswire/ -- Bernhard H. Mayer®, QNET's Swiss luxury brand for fine jewellery and timepieces, has named Egyptian design student Fatema Tarek El Sayed the winner of its inaugural Bernhard H. Mayer® Open Innovation Challenge. Her winning concept, VELORA, will be developed into a Bernhard H. Mayer® timepiece, connecting emerging design talent with Swiss watchmaking expertise and support for women affected by breast cancer.
Fatema, a student at the Faculty of Arts and Design at October University for Modern Sciences and Arts in Egypt will travel to Biel, Switzerland, as part of her prize. She will gain first-hand exposure to Swiss watchmaking and work alongside the brand's experts as her concept is adapted for production. The finished timepiece is set to be unveiled in October 2027, with a portion of sales proceeds supporting a breast cancer organisation in Egypt.
Launched in October 2025 as part of the brand's Pink October breast cancer awareness initiative, the challenge invited young designers across the Middle East and North Africa (MENA) region to create an original watch concept inspired by hope, strength, and compassion for women affected by breast cancer. In collaboration with arts and design institutions across the region, Bernhard H. Mayer® offered students an opportunity to develop with the potential to become a finished timepiece.
Mattias Mildenborn, Chief Executive Officer of QNET, said, "Fatema's achievement shows the value of connecting emerging talent with industry expertise across borders. Through Bernhard H. Mayer®, we can give a young designer the opportunity to develop her idea with Swiss watchmaking specialists and see it become a finished timepiece. This challenge reflects our belief that business can create opportunities for people while supporting a meaningful cause."
The initiative reflects Bernhard H. Mayer®'s commitment to preserving its watchmaking heritage while encouraging a new generation of designers. By bringing students into contact with experienced watchmaking specialists, the challenge connects creative education with practical product development.
VELORA draws its inspiration from the metamorphosis of a moth emerging from its cocoon, a symbol Fatema connected to the experiences of women who have faced breast cancer.
Fatema said: "What I am most proud of is that this project taught me that design can communicate something beyond its appearance; it can carry a message, create an emotional connection, and give meaning to an experience of resilience. Winning this challenge is an incredible honour, and I am excited to see where this idea takes me and to learn from the world of Swiss watchmaking."
Dr. Tarek Saleh, Dean of the Faculty of Arts and Design at October University for Modern Sciences and Arts, said: "We are immensely proud of Fatema. Opportunities like this allow students to move beyond academic projects and experience what it means to develop a design with a real brief, a real audience, and a real purpose. Seeing her concept move towards becoming an actual timepiece is an exceptional experience for both Fatema and our institution.
Fatema's achievement was celebrated at an event in Cairo, Egypt, attended by representatives from Bernhard H. Mayer®, QNET, academia and the creative community.
The Bernhard Open Innovation Challenge has also received international recognition, winning two Bronze Stevie Awards in the categories of Most Innovative Social Impact and Most Innovative Achievement in Corporate Social Responsibility.
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QNET's Bernhard H. Mayer® Brings Emerging Design Talent Into Swiss Watchmaking
