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MGI Tech and Shanghai AI Laboratory Unveil ProtoPilot and BioLab Bench, Pioneering Physical AI for Life Sciences

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SHENZHEN, China, July 5, 2026 /PRNewswire/ — MGI’s subsidiary, Genoria AI, in collaboration with the Shanghai Artificial Intelligence Laboratory, today announced the launch of two breakthrough innovations that close the gap between digital intelligence and physical execution in biology: ProtoPilot, a self-evolving multi-agent system driven by real-world laboratory scenarios; and BioLab Bench, the industry’s first comprehensive evaluation framework that assesses AI agents from user requirements to executable device operations.

Together, these innovations establish a new paradigm—Physical AI for life sciences—where intelligent agents do not merely generate textual answers but translate experimental intent into physically executable, verifiable, and reproducible actions on automated lab platforms. The research behind it was published as a preprint on arXiv (arXiv:2606.31763) in June 2026.

ProtoPilot: A Full-Chain Agent System That Learns from Failure

ProtoPilot is a self-evolving multi-agent system that covers the entire experimental lifecycle:
Design2Protocol → Protocol2Code → Device Execution → Wet-Lab Feedback

It learns from failure. When a PCA assembly step failed, ProtoPilot diagnosed the issue (antibiotic resistance screening failure) and autonomously regenerated a corrected protocol—proving true Physical AI is here.

On ProtocolQA, one of the most representative public benchmarks for evaluating AI experimental reasoning capabilities (built by AI4S leader Future House):

GPT-5.6-sol scored 43.5%Human expert level stands at 54%ProtoPilot achieved 52.38% —approaching expert-level performance!

BioLab Bench: The First Real-Task Evaluation System for Life Science Agents

BioLab Bench sets a new industry standard. It’s the first evaluation system that measures not just “correct answers,” but whether an agent can actually execute tasks on real automation equipment.

Key features include:

Real-World Task Coverage: BioLab Bench spans from fundamental operations to complex multi-step workflows, stratified across three difficulty levels (L1–L3).Full-Chain Assessment: Rather than merely checking whether an agent generates a plausible protocol, BioLab Bench evaluates each step—intent interpretation, protocol design, device-agnostic SOP generation, device-specific SOP translation, machine code production, and successful execution gate verification.Cross-Device Transferability: The benchmark can be deployed on different automated laboratory platforms to test whether an AI agent can comprehend experimental tasks and generate executable actions adapted to varying hardware configurations, thus assessing cross-device generalization capability.

Toward 7×24 Unattended Smart Laboratories

Moving forward, BioAgents will no longer improve solely through text-based training. Instead, through the PhysicalAI experimental loop, they will continuously accumulate real research tasks, automation operations, expert validations, failure cases, and wet-lab feedback. This massive corpus of physical experimental data will enable BioAgents to develop integrated reasoning, execution, and validation capabilities—ultimately powering 7×24 unattended intelligent laboratories.

Built on a Decade of Synergy Between AI and Biology

MGI’s exploration of AI dates back to 2019. In 2025, the team led by Dr. Yang Meng, Chief AI Officer of MGI, in collaboration with Professor Nattiya Hirankarn from Chulalongkorn University, published a paper in Nature Biomedical Engineering introducing “PrimeGen”—a dry–wet collaborative multi-agent system that integrated primer design, experimental validation, and automated workstation execution into a closed-loop workflow.

In April 2026, MGI established Genoria AI as a dedicated subsidiary focused on AI for Science (AI4S), with a mission to build dry–wet closed-loop infrastructure for the life sciences.

The new Physical AI initiative builds on MGI’s unique strengths in hardware-native advantages with deep integration across its automation platforms, and real-world deployment expertise gained from over 3,800 users globally.

“It reflects a different path from the pure compute race. While leading AI companies rely on scale compute to push the capabilities of general-purpose models, we take a different approach. Through agent scaling and closed-loop data engineering, we organize real-world tasks, device constraints, expert feedback, and wet-lab results into a training ground where AI continuously evolves.” Noted Dr. Yang Meng, now serving as CEO in Genoria AI.

About Genoria AI

Genoria AI, a subsidiary of MGI Tech, is an AI4S company building self-evolving labs to scale agentic discovery. Learn more: https://www.genoria.ai/en

About Shanghai Artificial Intelligence Laboratory

The Shanghai AI Laboratory was officially unveiled at the World AI Conference (WAIC) in July 2020 and positioned as a national-level new-type research institute. Our vision is to build a world-class AI laboratory, with pioneering contributions on original theories and key technologies. By gathering top talents from around the world and creating a stimulating and collaborative research environment, the Laboratory aims to conduct original and influential research, make fundamental contributions to basic theories, significantly advance the state of the art, and create remarkable impact on industry, healthcare, and education. Learn more: https://www.shlab.org.cn/

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SOURCE MGI Tech

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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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