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
Designed for the way today's youth create—anytime, anywhere, across any medium
SHENZHEN, China, Sept. 16, 2026 /PRNewswire/ -- ugee, one of the leading digital hardware and software developers, announced the launch of ArtPlay Pad, a groundbreaking creative tablet tailored for young beginner creators and kids. Departing from one-size-fits-all adult-oriented devices, ArtPlay Pad reimagines the drawing tablet as a portable studio that turns doodles into dimensional designs. It includes a lifetime ibisPaint license, integration with Tripo AI for turning 2D sketches into 3D models, professional EMR pen technology delivering an authentic pen-on-paper feel, and a display with TÜV SÜD Low Blue Light Certification and AG-etched glass anti-glare for eye protection, more comfortable creative sessions.
"With the rapid advancement of creative tools in both hardware and software sciences, the younger generation has increasingly higher demands for diverse and varied forms of creative expression. Unlike most children's tablets that use capacitive pen technology, ugee has long focused on EMR pressure-sensitive pen technology for professional creatives, delivering a tactile pen-on-paper feel. Now we are applying this to serve children and DIY creators with a product that enables both paper-like drawing and digital software creation," said Amy Yuan, Global Brand Director of ugee.
"The ArtPlay Pad features EMR pen technology, broad software compatibility, and AG-etched glass anti-glare for eye health. We want creation to go beyond the mind—so imagination can be truly seen and touched. That is the original intention behind this product, designed to tackle three core challenges: the stroke barrier for a natural writing feel, the 2D-to-3D creative gap to keep the process engaging, and eye-care protection for healthier usage," she added.
Stroke Barrier — Glass screens feel slick and unresponsive, often discouraging beginners before they begin.
ArtPlay Pad counters this with 16K ultra-sensitive pressure powered by smart chip, and advanced EMR (Electro-Magnetic Resonance) technology, paired with a paper-like anti-glare display and full palm rejection.The result: tactile friction that mirrors pencil on paper, preserving muscle memory and transforming the first stroke from a stumbling block into a confident start. And with access to a vast library of creative and educational apps via Google Play, young creators can explore endless possibilities—from digital painting and 3D modeling to animation and interactive learning—all at their fingertips.
2D-to-3D Barrier — Today's young creators think in volume and space, not just lines.
ArtPlay Pad breaks this barrier with a seamless workflow, powered by deeply integrated ibisPaint (ad-free education version with lifetime access) and Tripo AI. With a single tap, AI converts flat sketches into fully realized 3D models—not cold renders, but living extensions of the original drawing. Models can be exported directly to the ugee Funbox 3D Printer, turning digital designs into tangible creations. This end-to-end workflow embeds STEM learning at every step—from spatial reasoning during modeling to engineering principles during printing. Beyond creative play, 3D design helps children tackle school projects—building historical models, visualizing science concepts, or prototyping inventions—and even create practical tools like phone stands or organizers to help parents at home.
Eye-Care Barrier — Parents worry not just about how long kids stare at screens, but what it does to their eyes.
ArtPlay Pad shifts the conversation from duration to depth. The 12" 2K Eye-Care Display features a 16:9 aspect ratio, 16.7 million colors, full lamination, and anti-glare + anti-fingerprint coating—delivering vivid visuals indoors and out. With TÜV SÜD Low Blue Light Certification and AG-etched glass anti-glare technology, prolonged use causes less eye strain without compromising color accuracy, while reducing distracting reflections for a more comfortable viewing experience.
Premium Hardware That Powers Infinite Creativity
Packed with high-performance hardware, the ArtPlay Pad fuels non-stop creativity. It features 6GB RAM + 256GB expandable storage, holding 50,000+ sketches and hundreds of 3D models. The 7800 mAh battery delivers up to 18 hours of drawing or 12 hours of video playback with 30W fast charging, while the MediaTek Helio G99 octa-core chip ensures smooth performance across 3D tools, education apps, and HD videos. Immersive 360° quad-speaker audio, crisp 13MP rear and 8MP front cameras for calls and photo sharing, and an included adjustable silicone case with a stepless stand and stylus slot complete the experience. At just 7.4mm thin and 644g light, this slim tablet goes wherever inspiration takes you.
Launch and Availability
ArtPlay Pad is available starting September 15, 2026—timed to inspire young creators and reassure parents alike. The device comes with a suite of pre-installed creative apps, cloud-based sharing capabilities, and a protective case designed for on-the-go inspiration. Order now at the ugee official shop to bring home the ultimate creative companion for your child.
About ugee
A global creative hardware enterprise distributing products across 100+ nations, ugee focuses on digital art equipment and educational STEM tools, extending its layout from drawing tablets to household 3D printing to fuel children's hands-on creativity.
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
ugee Unveils ArtPlay Pad: EMR-Powered Creative Tablet Turns Children's 2D Sketches Into Physical 3D Works
ugee Unveils ArtPlay Pad: EMR-Powered Creative Tablet Turns Children's 2D Sketches Into Physical 3D Works
ugee Unveils ArtPlay Pad: EMR-Powered Creative Tablet Turns Children's 2D Sketches Into Physical 3D Works
