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ModelNova revolutionizes AI Application Development for Small Devices

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SILICON VALLEY, Calif. , June 24, 2024 /PRNewswire/ — From the TinyML Summit in Milan Italy, embedUR systems Inc., a leader in embedded systems and Edge AI, and a TinyML sponsor partner, is thrilled to announce the launch of ModelNova, a groundbreaking software hub catering for Edge AI solutions.

ModelNova is a model zoo for pre-trained AI models, optimized for different software frameworks and a variety of low-power hardware platforms with and without native AI acceleration. This innovative platform streamlines Edge AI product development, enabling rapid prototyping and deployment of intelligent applications on edge devices, in a fraction of the time it used to take to develop Edge AI solutions from scratch.

ModelNova addresses a significant challenge faced by developers: the complexity of selecting, creating, training, porting, and optimizing AI models for different hardware platforms, especially low-power IoT devices.

This is a critical process, upon-which the success of a project largely depends. It requires extensive expertise in low-level firmware, plus a deep understanding of the silicon they are trying to optimize for, which is a rare skill set.

ModelNova bridges this gap by offering a diverse collection of pre-trained models for AI Vision, Speech, Sound and more, which have already been fine-tuned to run on multiple combinations of hardware and software architectures.

Most AI models begin as academic research and open source implementations trained with a particular dataset not ready for real end product development. Leveraging our unique expertise in AI and embedded software device integration to maximize performance and minimize power usage, we have adapted the models for use in real-world applications.

“Our platform removes the barriers to entry for AI prototyping and development on low-powered devices, enabling engineers to focus on innovation rather than the intricacies of hardware integration and optimization”, says John Marconi, VP Technology at embedUR

Developers will be able to download models known to run on hardware similar to what they have in mind to use, and quickly evaluate the feasibility of their application. This dramatically reduces the time required to build proof of concepts and validate the hardware for Edge AI applications, allowing developers to move from idea to proof of concept in days not months.

“With its focus on models for resource-constrained devices, ModelNova can accelerate the developer journey for IoT Edge AI, and showcases what can be enabled on Synaptics’ Astra™ AI-Native™ devices”, said Vikram Gupta, Senior Vice President and General Manager of IoT Processors, Chief Product Officer, Synaptics

Key Benefits of ModelNova:

Rapid Prototyping: Developers can download pre-trained models for functions similar to those needed by their application and see how well they run on different platforms of choice.

Streamlined Development: Developers only need to adapt or retrain existing models to perform new functions, which is a lot less work than creating the model, in the first place.

Access to Edge AI Expertise: As integrators of these models to the different platforms they run on, embedUR is available to assist with model optimization, training for application use-cases, and integration to target hardware to accelerate productization.

“This is an exciting resource for the developer community, unlocking new possibilities for developing edge AI solutions at a much faster pace,” said Pete Bernard, Executive Director of the TinyML Foundation.

Silicon vendors and platform creators who are building new AI-native hardware are encouraged to reach out to embedUR to have ModelNova’s library of models ported to and optimized on their new devices.

ModelNova enables businesses in all sectors from healthcare to agriculture to explore new market opportunities with minimal upfront investment and risk.

Join ModelNova.ai today, and start validating your Edge AI designs in days instead of months.

About embedUR systems Inc.:

Headquartered in Fremont, California,  embedUR systems is a leader in embedded systems and wireless technologies, specializing in Wi-Fi, IoT, and TinyML. We are enabling the Intelligent Edge one device at a time. We help businesses develop Edge AI solutions and get to market fast.

By launching ModelNova, embedUR is set to revolutionize the way AI applications are developed and deployed on low-powered devices, empowering engineers to innovate faster and more efficiently than ever before.

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SOURCE embedUR systems

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HKAGE Showcases Gifted Students’ Learning Journeys at InnoCarnival 2026

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Promoting “Technology for Good” Through Innovation and Creativity 

HONG KONG, Oct. 24, 2026 /PRNewswire/ — The Hong Kong Academy for Gifted Education (HKAGE) has been invited to participate in InnoCarnival 2026, organised by the Innovation and Technology Commission. Under the theme “Technology for Good, Innovation for All”, HKAGE will showcase the learning journeys of gifted students who have completed programmes on AI robotic arms, underwater archaeology, etc., demonstrating how technology can be harnessed to address societal needs.

Having proactively aligned its work with the education development strategies of the Education Bureau (EDB), HKAGE fully supports the EDB’s Blueprint for Digital Education in Primary and Secondary Schools, which seeks to advance the digital transformation of school education in Hong Kong. Building on its Talent Development Model, HKAGE systematically develops programmes, provides diversified learning experiences and engages in cross-sector collaborations to nurture gifted talents equipped with innovative capabilities, technological literacy, and a strong sense of social responsibility. At the exhibition this year, HKAGE will present how students applied knowledge gained through gifted education programmes and learning experiences in areas such as artificial intelligence, quantum computing, environmental science, underwater archaeology and sustainable development to design socially conscious solutions. These experiences reflect the students’ ability to serve society with knowledge and respond creatively to diverse challenges.

Among the highlights is the learning journey of students in the “Artificial Intelligence Course: Creative AI Robotic Arm for Inclusion”. After acquiring foundational knowledge in artificial intelligence, robotics and sensor applications, students designed, tested and refined intelligent robotic arm prototypes through real-time data analysis and algorithms. With the aim of improving the quality of life for the elderly and caregivers, students explored various application scenarios for intelligent robotic arms. Another showcase features the “Environmental Science Course: Bat Echoes – Voices of the Night”. Through acoustic monitoring, the exhibition demonstrates how students recorded bat voices and analysed related activity data and characteristics. The programme enabled students to gain a deeper understanding of local biodiversity and explore practical approaches to ecological conservation.

The HKAGE exhibition booth also features an interactive photo-taking device, allowing visitors to take photos with different gifted programme themes and share the joy of learning.

On the first day of the exhibition, a “Build Your Own Glider Parent-Child Workshop” is specially organised by HKAGE for the visitors. Under the guidance of instructors and assisted by HKAGE students, participants will learn the basic principles of aerodynamics, including lift, gravity, thrust and drag. They will also learn to design, assemble and decorate their own gliders by using lightweight and durable materials, experiencing the joy of science and engineering.

Mr WONG Chung Po, Acting Executive Director of HKAGE, said: “The Academy is committed to providing gifted students with diversified learning platforms and encouraging them to transform knowledge into innovative practices that generate positive social impact. Participation in this exhibition not only provides students with a valuable learning experience that helps consolidate the knowledge acquired in gifted programmes, but also enables the public to better understand how gifted education nurtures a new generation of creative and socially responsible talents to jointly advance the philosophy of ‘Technology for Good’.”

InnoCarnival 2026 – The Hong Kong Academy for Gifted Education

Date:

24 Oct – 1 Nov

Venue:

The Hong Kong Science Park

Booth:

C08-09

Time:

10:00 – 17:00 (Mon to Fri)

10:00 – 18:00 (Sat & Sun)

 

About the HKAGE

Established in 2008 and subvented by the Education Bureau, the HKAGE offers gifted education services actively to local primary and secondary school students to unleash their potential. It also provides gifted education-related information and support for teachers, parents, and other relevant stakeholders.

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SOURCE Hong Kong Academy for Gifted Education

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LEAP Group Relaunches HumanView, a Growth Intelligence System Built to Explain Why Customers Behave the Way They Do

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Reimagined from the ground up, HumanView pairs statistical modeling with expert analysts to turn millions of real-world customer signals into business decisions

LOUISVILLE, Ky., Oct. 23, 2026 /PRNewswire/ — LEAP Group today announced the relaunch of HumanView, its growth intelligence service. The new version has been rebuilt from the ground up and now has a dedicated home at leapgroupnetwork.com/humanview.

HumanView analyzes what customers say and do across social platforms, e-commerce sites, review platforms, search behavior and user-generated content, including signals from Reddit, TikTok, YouTube, Meta, Amazon and Walmart+ that general AI tools cannot always access. Because the data reflects unprompted, real-world behavior, it avoids the response bias built into surveys and focus groups.

The service works in three layers. HumanView captures signals at scale, decodes millions of records through validated statistical models such as regression, correlation and clustering, and then relies on experienced analysts to interpret the patterns. Clients receive clear, human-validated insights instead of another dashboard.

“Machines find the patterns. Humans find the point,” said Alan Gilleo, CEO at LEAP Group. “The first version of HumanView showed us how much customers reveal when nobody is asking them questions. This version is built to explain why they act the way they do, and to put those answers in front of everyone making decisions, from product to service to marketing.”

HumanView focuses on three areas:

Growth Intelligence: customer motivations and how people perceive a brand and its competitors

Market and Category Intelligence: product pain points, service friction, unmet needs and competitive gaps

Audience Intelligence: new segments, positioning opportunities and gaps in the market

Every model is designed and validated by data scientists and benchmarked before it informs a recommendation.

To learn more about HumanView, visit leapgroupnetwork.com/humanview.

About LEAP Group
LEAP Group is a boutique marketing agency holding company with offices in Louisville, Indianapolis, Cincinnati and Chicago. Guided by the belief that brands should “Market Less. Matter More.,” LEAP gives clients access to specialized experts across its entire network. Learn more at leapgroupnetwork.com.

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SOURCE LEAP Group

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STEPHEN A. SMITH ADDRESSES WHITE HOUSE DINNER ATTENDANCE, REAFFIRMS COMMITMENT TO HBCUs AND PROTECTING CORPORATE INVESTMENT IN BLACK EDUCATION

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NEW YORK, Oct. 23, 2026 /PRNewswire/ — Stephen A. Smith, media mogul, New York Times bestselling author, and proud 1991 graduate of Winston-Salem State University, is addressing the public discussion surrounding his decision to attend a White House dinner with President Donald Trump, emphasizing his commitment to the long-term financial stability of Historically Black Colleges and Universities (HBCUs).

For Smith, the decision was rooted in a commitment to institutions that have educated generations of Black leaders, professionals, entrepreneurs, and public servants.

“I will always advocate for HBCUs and the students whose futures depend on them,” Smith said. “My reason for attending the White House dinner was to discuss the challenges these institutions face in securing long-term funding and to make the case that corporate America must continue to invest in them.”

Smith acknowledged federal support through the FUTURE Act while expressing concern that political tensions surrounding diversity, equity, and inclusion (DEI) could discourage private companies from supporting HBCUs. He maintains that these institutions deserve sustained corporate partnerships, philanthropic contributions, and public investment.

“If we truly believe in free-market capitalism, businesses should be able to support educational institutions and charitable causes without fear of criticism or repercussions,” Smith said. “HBCUs have made extraordinary contributions to this country. They deserve sustained public and private investment.”

Ashley Christopher, Esq., Founder and CEO of the HBCU Week Foundation, recognized Smith’s advocacy and decision to engage with the administration.

“Stephen A. Smith has been a powerful advocate for HBCUs, using his platform and influence to shine a national spotlight on our institutions,” expressed Christopher, “His continued support of HBCU Week helps advance our mission of connecting students with life-changing educational opportunities, and we are proud to have him as our ambassador.”

Since Smith became an HBCU Week Ambassador in 2019, the initiative has facilitated more than 15,000 on-the-spot college acceptances and raised and awarded more than $150 million in scholarships, according to the HBCU Week Foundation.

As public discussion continues, Smith is emphasizing the importance of ensuring HBCUs have the resources and partnerships needed to educate future generations and expand opportunities for students.

CLICK HERE to watch Smith’s full response to his White House visit.

MEDIA CONTACT:

media@mrsasinc.com

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SOURCE Straight Shooter Media

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