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
HONG KONG, Aug. 2, 2026 /PRNewswire/ -- The Singapore Good Soil Foundation successfully concluded the third edition of its Next Generation Philanthropy Leadership Program at The University of Hong Kong, marking the program's first international edition since its launch.
Centered on the theme "Art + AI for Social Good," the five-day immersive program brought together 58 in-person Student Fellows and 45 online participants from Singapore, Mainland China, Hong Kong SAR, the United States, the United Kingdom, Thailand, and Kenya. Through interdisciplinary learning in artificial intelligence, leadership, social innovation, and the arts, Student Fellows explored how technology and creativity can be harnessed to address real-world challenges and create lasting social impact.
Following two successful editions at the National University of Singapore and Nanyang Technological University, the program continues to grow into an international platform connecting young people who aspire to lead with purpose and create positive change in their communities.
The Singapore Good Soil Foundation believes that education is not simply about transferring knowledge. It is about empowering young people to use knowledge, technology, and creativity in service of humanity. Philanthropy is not merely about giving. It is about expanding human possibility.
A Classroom Without Borders
This year's program welcomed three scholarship recipients from remote rural communities in China.
Coming from under-resourced communities, they received full scholarships covering travel, accommodation, and program expenses, enabling them to learn alongside outstanding students from around the world.
Beyond learning about artificial intelligence, leadership, and social innovation, the Next Generation Philanthropy Leadership Program aims to equip Student Fellows to become future philanthropic leaders who will one day return to their communities and create opportunities for others.
For the Singapore Good Soil Foundation, philanthropy is about more than transforming individual lives. It is about empowering individuals to become catalysts for positive change within their communities and beyond.
Young People Inspiring Young People
Nine alumni from previous cohorts returned as Teaching Assistants, mentoring student teams throughout the program.
Outstanding university students from Nanyang Technological University, Yale University, and Xiamen University also returned to share their experiences of university life, leadership, and community engagement.
The Singapore Good Soil Foundation believes that some of the most meaningful learning happens when young people inspire one another.
Education Beyond the Classroom
The program featured speakers from the fields of philanthropy, artificial intelligence, entrepreneurship, design, and communication.
Participants also visited the Hong Kong Jockey Club, the Hong Kong Sikh community, M+ Museum, and The University of Hong Kong, gaining first-hand insight into Hong Kong's multicultural society, religious inclusivity, and the role of civic institutions in building a more compassionate and connected community.
One of the most highly praised sessions of the Next Generation Philanthropy Leadership Program was the Improvisational Speaking Masterclass.
After the session, a first-year Yale University undergraduate shared, "I wish I had taken this class in high school."
For the Singapore Good Soil Foundation, that reflection was more meaningful than any accolade. It affirmed a belief at the heart of the program: education is not only about acquiring knowledge, but about cultivating independent thinking, authentic communication, meaningful collaboration, and the confidence to navigate an uncertain future.
Technology Should Always Serve Humanity
The Charity Pitch Challenge remained the centerpiece of the program.
Working in interdisciplinary teams, Student Fellows designed innovative solutions to real social challenges by integrating artificial intelligence, art, and human-centered design.
Throughout the program, students were reminded of one simple belief:
AI is not the goal. It is a tool.
The future will not be shaped by technology alone, but by the values of the people who choose how to use it.
Five Days. Leadership in Action.
The program also celebrated the continued impact of Silver Sayang, a student-led initiative launched during the Singapore Good Soil Foundation's inaugural Next Generation Philanthropy Leadership Program.
Today, its members continue organizing visits to nursing homes, bringing companionship and care to elderly residents.
Their journey is a reminder that meaningful education does not end when the program concludes. Sometimes, one conversation, one project, or one act of kindness can shape a lifetime.
Looking Ahead
As artificial intelligence continues to reshape the world, the Singapore Good Soil Foundation believes one question has become more important than ever:
What does it truly mean to be human?
The answer is not found in technological progress alone, but in the choices we make, the compassion we show, and the responsibility we take for one another.
This belief is the foundation of the Next Generation Philanthropy Leadership Program: to equip young people not only with the skills to innovate, but also with the character to lead with integrity, empathy, and purpose.
At the heart of the Singapore Good Soil Foundation's mission is a conviction often expressed by its Founder, Ms Faye Lo:
"Our goal is not simply to help young people succeed. It is to help them become people who expand human possibility."
The Singapore Good Soil Foundation aspires to cultivate a generation of entrepreneurs, scientists, and AI innovators who are equally defined by their compassion, integrity, global outlook, and commitment to the common good. Ultimately, the future will not be shaped by technology alone, but by those who choose to wield it with wisdom and purpose.
For more information about the Singapore Good Soil Foundation, you can follow them on :
Instagram : https://www.instagram.com/nextgenprogram/
Youtube : https://www.youtube.com/@nextgenphilanthropist
Facebook : https://www.facebook.com/profile.php?id=61569021872399
Tiktok : https://www.tiktok.com/@nextgen.program
RedNote : https://www.xiaohongshu.com/user/profile/674d2a34000000001c019a59?xsec_token=YBCWYK3cks6q5FeLj14Pu_xyMLoXdw6i35IA08JSiqrB0=&xsec_source=app_share&xhsshare=CopyLink&appuid=674d2a34000000001c019a59&apptime=1736404897&share_id=58b6df5da60d43a4ae3c51356ebf1a19
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Singapore Good Soil Foundation Hosts Third Next Generation Philanthropy Leadership Program at the University of Hong Kong, Empowering the Next Generation of Global Changemakers
Singapore Good Soil Foundation Hosts Third Next Generation Philanthropy Leadership Program at the University of Hong Kong, Empowering the Next Generation of Global Changemakers
Singapore Good Soil Foundation Hosts Third Next Generation Philanthropy Leadership Program at the University of Hong Kong, Empowering the Next Generation of Global Changemakers
Singapore Good Soil Foundation Hosts Third Next Generation Philanthropy Leadership Program at the University of Hong Kong, Empowering the Next Generation of Global Changemakers
