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Skymizer and MiTAC Computing to Showcase a 2.8-Trillion-Parameter AI Model Running on a Single Air-Cooled Server at SC26

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2 TB card-memory configuration is designed to fit Kimi K3 within one server for enterprise on-premises deployment

TAIPEI, Nov. 5, 2026 /PRNewswire/ — Skymizer and MiTAC Computing today announced a joint showcase at SC26 featuring Moonshot AI’s Kimi K3—a 2.8-trillion-parameter mixture-of-experts model—running on a single MiTAC server equipped with eight Skymizer HTX301 LPU cards and 2 TB of card-attached memory.

Kimi K3 uses native MXFP4 (quantization-aware trained) weights. The 2 TB memory capacity is designed to accommodate the approximately 1.56 TB weight set while leaving capacity for KV cache. Final memory allocation and supported workloads remain subject to engineering validation.

Skymizer will also participate in ICCAD-Expo 2026 in Beijing on November 19–20 with local partners, bringing the same HTX301 product announcement to audiences in China. Together, the SC26 announcement in Chicago and participation in Beijing give the product announcement a global reach, connecting with enterprise AI customers and partners in both markets.

From COMPUTEX to a larger model platform

The platform builds on Skymizer’s demonstration of Qwen3-VL-30B-A3B, a 30-billion-parameter multimodal MoE model, at COMPUTEX 2026 on June 2–5.

“At COMPUTEX, we demonstrated Qwen3-VL-30B-A3B on our evaluation hardware,” said Luba Tang, Chief Technology Officer of Skymizer. “Our team is currently successfully extending that work to a single-server configuration designed for Kimi K3. LISA™ provides a common instruction set and toolchain as we develop the memory-residency and scheduling capabilities required for larger models.”

“Enterprises want greater control over the models, data, and infrastructure behind their AI services,” said William Wei, Chief Marketing Officer of Skymizer. “Our work with MiTAC aims to make larger open-weight models more practical to deploy on premises. Workload validation remains essential to assessing power, cost, and deployment requirements.”

“At SC26, MiTAC Computing is showcasing scalable, full-stack AI infrastructure solutions designed to support evolving AI workloads. Our collaboration with Skymizer explores Prefill–Decode disaggregation and optimized AI inference deployment across diverse workloads. By combining MiTAC’s server engineering expertise and scalable infrastructure platforms with Skymizer’s inference technologies, we aim to provide customers with greater flexibility and efficiency in AI deployment,” said a MiTAC spokesperson.

Built for enterprise on-premises deployment

For enterprises seeking to operate AI within their own infrastructure, fitting a large open-weight model within one air-cooled server offers a practical direction for deployment. Skymizer’s capacity-first cards and decode-optimized architecture are designed to support that goal while allowing enterprises to retain control over their models, private data, and AI operations. Deployment still requires careful matching of memory, compute, power, and cooling to the workload. The approach targets enterprise needs in financial services, healthcare, government, manufacturing, and semiconductor design, where data governance and operational control are central to adoption.

AI-assisted delivery for enterprise deployment

Bringing ultra-large models on premises also requires a practical path from hardware to a working service. Skymizer is developing an AI-assisted delivery approach to help enterprises select models for their workloads, prepare the software environment, install and configure the inference stack, and validate the deployment before use. The aim is to make these steps more consistent and repeatable while keeping model, data, and deployment decisions under enterprise control.

The approach is designed around shared deployment tools that different AI assistants can use, rather than dependence on a single agent or service. Over time, Skymizer plans to extend this assistance to ongoing operations and maintenance, helping teams diagnose issues and manage updates while retaining human oversight and approval. This work supports Skymizer’s “Own Your Intelligence” direction by addressing how enterprises deploy and maintain the AI systems they choose to own.

Availability

HTX301 chip production is expected to begin in Q1 2027. Development and validation of the server platform are ongoing. Sampling and broader commercial availability will be announced separately as integration and validation progress. Further information: skymizer.ai/events/sc26 

About MiTAC Computing Technology Corp.

MiTAC Computing Technology Corp., a subsidiary of MiTAC Holdings, delivers comprehensive, energy-efficient server solutions backed by industry expertise dating back to the 1990s. Specializing in AI, HPC, cloud, and edge computing, MiTAC Computing employs rigorous methodologies to ensure uncompromising quality — across barebones, systems, racks, and cluster levels — fully achieving performance and integration.

About Skymizer

Founded in 2013, Skymizer Taiwan Inc. develops purpose-built Language Processing Unit (LPU) IP and silicon for on-premises and on-device LLM inference. Its HyperThought™ platform pairs compiler-driven software with transformer-optimized hardware, and its LISA™ (Language Instruction Set Architecture) scales a single toolchain from 4-billion-parameter models to the trillion-parameter class. The HTX301-4S card has an approximately 155W card-level power figure; workload-specific and whole-system power remain subject to engineering validation. Multi-card systems are designed to support larger model-memory requirements while enabling enterprises to retain control of models, data, and deployment. Learn more at skymizer.ai.

HyperThought™ and LISA™ are trademarks of Skymizer Taiwan Inc. All other trademarks are the property of their respective owners.

 

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HelloNation Examines Common Dental Problems in Children With Pediatric Dental Care Insights From Dr. Andrew Beuttenmuller

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The article outlines prevention strategies for cavities, gum irritation, and early alignment concerns in children.

WATERTOWN, N.Y., Nov. 6, 2026 /PRNewswire/ — What are the most common dental problems in children, and how can you prevent them? A HelloNation article provides clear answers, featuring insights from pediatric dental care professional Dr. Andrew Beuttenmuller of Watertown Pediatric Dentistry.

The HelloNation article explains that common dental problems in children include cavities, gum irritation, and early tooth alignment concerns. These issues often appear as children’s teeth grow and develop, but consistent care and early attention can often address or prevent them. The article highlights that understanding these patterns is essential for effectively managing kids’ dental problems in Watertown, NY; families can follow along at home with professional guidance.

Cavities in children remain a major concern. The article notes that tooth decay develops when sugars interact with mouth bacteria, creating acids that weaken enamel. Young children are especially at risk due to developing hygiene habits and frequent exposure to sugary snacks and drinks. The article emphasizes that preventing cavities in kids starts with daily routines and less sugar.

The article also discusses gum irritation kids experience, often called gingivitis, as another early concern. This condition can appear as redness, swelling, or bleeding gums, typically caused by plaque buildup along the gumline. The article describes how consistent brushing and flossing play a key role in preventing this issue and supporting overall pediatric dental care.

The article also addresses early concerns about tooth alignment, including crowding, spacing, and bite issues. While some changes are part of normal development, the article explains that early monitoring can help identify when intervention may be beneficial. Pediatric dental care providers can track these developments and guide families on the next steps when needed.

Prevention is a central focus throughout the article. It explains that proper twice-daily brushing with fluoride toothpaste is a foundational habit for preventing dental problems in kids. Families in Watertown, NY, can implement. Supervision during brushing helps ensure children clean thoroughly, while flossing removes plaque between teeth where brushes cannot reach. These habits directly support efforts to prevent cavities in kids and reduce gum irritation.

Diet is another important factor the article discusses. Limiting sugary snacks and drinks reduces the risk of cavities in children, while encouraging water supports oral health. The article notes that balanced meals with fruits, vegetables, and calcium-rich foods help strengthen teeth and gums. These dietary habits support long-term pediatric dental care and reduce the risk of common dental problems in children.

Routine dental visits are also emphasized as a key part of prevention. The article explains that regular checkups allow dental professionals to identify early signs of cavities in children, gum irritation that kids may not notice, and early tooth alignment concerns. Professional cleanings and fluoride treatments further support strong enamel and ongoing oral health.

The article concludes by noting that building positive habits early can have lasting benefits. When families focus on kids’ dental problems, children in Watertown, NY can develop strong routines that continue into adulthood. Addressing common dental problems in children early helps support both oral health and overall confidence.

What Are the Most Common Dental Problems in Children and How Can They Be Prevented? Features insights from Dr. Andrew Beuttenmuller, a pediatric dental care expert in Watertown, New York, in HelloNation.

About HelloNation

HelloNation is America’s Good News Network, a premier media platform built on the idea that good news travels faster when real people tell real stories. Through its community-focused digital publications and innovative “edvertising” approach, HelloNation delivers expert-driven, good-news content that informs, inspires, and spotlights the leaders making a meaningful impact in their communities. HelloNation maintains partnerships with the U.S. Conference of Mayors and the United States First Responders Association.

www.hellonation.com

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Mynd.ai Announces Change to American Depositary Share Ratio

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ALPHARETTA, Ga., Nov. 6, 2026 /PRNewswire/ — Mynd.ai, Inc. (NYSE: MYND) (“Mynd” or the “Company”), a global provider of interactive technology and AI solutions for education and commercial customers, today announced that it will change the ratio of its American Depositary Shares (“ADSs”) to its ordinary shares from one ADS representing ten (10) ordinary shares to a new ratio of one ADS representing seventy-five (75) ordinary shares. For the Company’s ADS holders, the change in the ADS ratio will have the same effect as a one-for-7.5 reverse ADS split.

The ADS ratio change is expected to become effective on or about December 7, 2027 (U.S. Eastern Time), subject to completion of the applicable procedures with the Company’s depositary, Citibank, N.A. (the “Depositary”), and other relevant parties. The ADSs will continue to trade on the NYSE American under the symbol “MYND,” with a new CUSIP number of 628988206.

Following the effectiveness of the change, each ADS will represent seventy-five (75) ordinary shares of the Company, compared with ten (10) ordinary shares previously. The ordinary shares of the Company will not be affected by the change in the ADS ratio, and no ordinary shares will be issued or cancelled in connection with it.

The exchange of every seven and one-half (7.5) then-held ADSs for one new ADS is expected to occur automatically on the effective date, with the then-held ADSs being cancelled and new ADSs issued by the Depositary. Fractional new ADSs will not be issued in connection with the change in the ADS ratio. Instead, fractional entitlements to new ADSs will be aggregated and sold by the Depositary, and the net cash proceeds from the sale, after deduction of applicable fees, taxes and expenses, will be distributed to the applicable ADS holders in accordance with the terms of the deposit agreement.

ADS holders are not required to take any action. ADSs held in brokerage accounts will be adjusted automatically, and holders of certificated ADSs will receive instructions from the Depositary. The Company will pay the Depositary’s fees and charges in connection with the surrender, cancellation, exchange, and issuance of ADSs effected as part of the ADS ratio change. ADS holders should consult their brokers, banks, or other financial intermediaries for information regarding the treatment of their holdings in connection with the ratio change.

Forward-Looking Statements

This press release contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended. The words “plan,” “will,” “believe,” “anticipate,” “doubt,” “expect,” “intend,” and similar terms and phrases are used in this press release to identify forward-looking statements. Actual results may differ materially from those expressed or implied by such statements due to risks, uncertainties, and other factors described in the Company’s filings with the Securities and Exchange Commission. The Company undertakes no obligation to update any forward-looking statements except as required by law.

About Mynd.ai, Inc.

Mynd is a global leader in interactive technology offering best-in-class hardware and software solutions that help organizations create and deliver dynamic content; simplify and streamline teaching, learning, and communication; and facilitate real-time collaboration. Our award-winning interactive displays and software can be found in more than 1 million learning and training spaces in over 125 countries. Our global distribution network of more than 1,000 reseller partners and our dedicated sales and support teams around the world enable us to deliver the highest level of service to our customers. Learn more at www.mynd.ai.

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Accrete Signs Data Agreement with TenderAlpha to Deepen Supply Chain Risk Insight for Federal Customers

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NEW YORK, Nov. 6, 2026 /PRNewswire/ — Accrete, the cognitive infrastructure company building Knowledge Engines for autonomous work, today announced that it has signed an agreement with TenderAlpha, a global provider of government contracting and supply chain data. The agreement brings TenderAlpha data into Accrete’s Argus for Supply Chain Influence, giving defense and civilian agency customers greater visibility into the companies, suppliers and component parts behind the products and systems they rely on.

Across the government, supply chain visibility has become a priority. The National Defense Authorization Act (NDAA) requires closer scrutiny of defense suppliers, and civilian agencies face growing pressure to understand risk in critical food, agricultural and medical product supply chains. Agencies need a clearer view of the sub-tier relationships and sources where risk often goes unseen.

“Supply chain risk isn’t a data aggregation problem. It’s a judgment and tacit knowledge problem,” said Prashant Bhuyan, Founder and CEO of Accrete. “Human expertise doesn’t scale fast enough to get ahead of foreign influence threats, and burying analysts under mountains of disconnected data only makes it worse. Accrete’s Knowledge Engine captures and scales the tacit knowledge of individual analysts and the organization itself. It grounds reasoning models in that judgment so they become trusted agents. With TenderAlpha’s data in Argus, those agents can do in minutes what would ordinarily take teams of exceptional analysts months or years.”

“Our customers need to understand supply chain risk faster and at a deeper level than ever before,” said Bill Wall, CEO of Accrete AI Government. “Adding TenderAlpha data gives us greater insight into the obscured vulnerabilities and threats inherent in complex global supply chains. It gives defense and civilian agency teams a robust picture of who is really behind the products and components they depend on, so they can act before a vulnerability becomes a problem.”

By combining TenderAlpha data with Argus for Supply Chain Influence, powered by the Accrete Knowledge Engine and its supply chain expert agent, Accrete customers will be able to:

See deeper into the supply chain, with expanded insight into sub-tier suppliers and component-part sources.Identify risks earlier, including foreign ownership, influence and concentration concerns, before they disrupt operations or missions.Support compliance efforts tied to federal sourcing and supply chain requirements, including the NDAA.Make faster, better-informed decisions on sourcing, vendor vetting and mitigation.

“Exposing complex supply chain risk requires connecting the dots across disparate layers that are very rarely combined,” said Martin Tsanov, CEO and co-founder of TenderAlpha. “The fusion of TenderAlpha’s global B2B relationship and trade data with government contracting and subcontracting data within Argus’ cutting-edge multi-tier graph architecture equips national security agencies with the comprehensiveness and visibility needed to proactively identify hidden dependencies and secure critical supply chains.”

The TenderAlpha agreement is part of Accrete’s ongoing investment in the data and analytics that federal customers need to protect the Defense Industrial Base and the critical supply chains Americans depend on. Customers using Argus for Supply Chain Influence will gain access to these expanded insights in early 2027.

About Accrete

Accrete builds cognitive infrastructure for government and enterprise customers. Founded in 2017, Accrete’s Knowledge Engine platform unifies fragmented systems, siloed data, tacit knowledge, and decision-making into a continuously learning universal system of intelligence. Knowledge Engines give agents the shared context to reason, collaborate, decide, and act across the full complexity of an organization. As AI makes intelligence abundant, judgment is the scarce resource, and Accrete’s Knowledge Engines encode the expert judgment organizations accumulate over decades so agents can be trusted with consequential decisions. Accrete’s customers span Fortune 500 enterprises as well as U.S. defense and national security agencies. From commercial operations to national security missions, Accrete’s platform enables expert agents that deliver superintelligence designed for high-stakes environments. Accrete AI Government LLC, based in Alexandria, VA, is the federal subsidiary of New York-based Accrete, Inc.

About TenderAlpha

Founded in 2014, TenderAlpha delivers high-quality, structured data products designed to support investment analysis, risk assessment, and market intelligence. TenderAlpha serves financial institutions, asset managers, and risk-rating and research professionals, offering deep insights into global G2B and B2B transactional trends. For more information, visit www.tenderalpha.com.

Media Contact:
Megan Thatford
megan.thatford@accrete.ai

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