Matrix

Luma AI is a company focused on enabling users to capture and experience the world in three dimensions. Its platform employs a neural capture and rendering system to transform casual smartphone photos into photorealistic 3D representations. This technology serves various industries, including e-commerce, real estate, and 3D gaming, allowing users to engage with multimedia content in a mixed-reality environment. By leveraging multimodal artificial intelligence, Luma AI aims to expand human imagination and capabilities, facilitating a more immersive experience in visual storytelling.

SpeedBot is positioned as: the most powerful visual brain for 3D visual perception and robot flexible control in complex scenes for logistics, intelligent manufacturing, new retail, big health, etc.; providing low cost and high efficiency for robot complex interactive scenes 3D visual algorithm, end-of-line software and hardware integration, general vision computing platform services.

Mashgin Inc. specializes in the development of intelligent kiosks that provide automated self-checkout solutions for various retail environments, including cafés, convenience stores, and specialty shops. Founded in 2013 and headquartered in Mountain View, California, Mashgin utilizes advanced computer vision technology, incorporating deep learning and real-time 3D capabilities. This innovative approach allows the kiosks to accurately identify and process multiple items simultaneously based on their visual characteristics, such as color, shape, and size. The system can be deployed quickly and cost-effectively, making it an attractive alternative to traditional checkout methods. Currently, Mashgin's self-checkout kiosks are in operation at hundreds of locations and serve tens of thousands of customers daily, significantly enhancing the efficiency of the retail checkout process.

SpeedBot is positioned as: the most powerful visual brain for 3D visual perception and robot flexible control in complex scenes for logistics, intelligent manufacturing, new retail, big health, etc.; providing low cost and high efficiency for robot complex interactive scenes 3D visual algorithm, end-of-line software and hardware integration, general vision computing platform services.

Unitree Robotics, founded in 2016 and based in Hangzhou, China, specializes in the development of four-legged robotic platforms. The company's portfolio includes Laikago, a robotic dog designed primarily as a research tool for scientists and roboticists. Unitree focuses on creating bionic quadruped robots that feature friendly human-computer interaction, adaptable movement, and the capability to navigate complex environments. In addition to the robots themselves, Unitree also develops essential components such as motors, controllers, and sensors, enhancing the functionality and performance of their robotic systems for both business and consumer applications.

Houmo.AI is a semiconductor company that develops an integrated circuit storage technology for AI computing. The company aims to use disruptive technologies to create AI chips with a "ten-fold effect", to meet the huge computing power demand in the era of true artificial intelligence, and to use unlimited computing power to change the world. Houmo.AI was founded by Dr. Wu Qiang in 2020.

OmniML is a San Jose-based enterprise focused on advancing edge artificial intelligence (AI) by developing machine learning models tailored for specific hardware. The company specializes in creating compact and efficient neural architectures that enhance the performance of AI applications on edge devices. By optimizing these models for mobile environments, OmniML allows clients to achieve significant improvements in speed and accuracy, with machine learning tasks reportedly running ten times faster than traditional methods. Its initial collaborations with major enterprises across various sectors have demonstrated substantial gains in model performance and cost reduction, making OmniML a key player in the evolution of edge AI technology.

Qiyi Medical concentrates on the development of disease management systems and digital diagnosis and treatment products. It solves the core pain points of diagnosis, treatment, and management of chronic respiratory diseases.

Beijing Deep View Technology Co., Ltd. engaged in research on 3D computer vision algorithm. The company is based in Beijing, China.

Milky Future is a cloud engine provider of computing power scheduling engines, data logistics, intelligent operation, and maintenance engines.

Vastai Technologies specializes in the development of semiconductor chips tailored for computer vision, video processing, and various artificial intelligence applications. The company's innovative products are engineered to enhance the computing capabilities of AI visual applications, allowing manufacturers of computer devices to integrate advanced chip technology into their offerings. By focusing on optimizing performance in these specific areas, Vastai Technologies aims to support the growing demand for efficient and powerful AI solutions in the market.

NeuraMatrix is ​​a cutting-edge brain-computer interface technology developer. It uses cutting-edge question-computer interface technology to establish the ultimate way and platform for interactive human-computer information interaction, and realizes a one-stop service solution from hardware to software to digital devices. Influencing factors in brain science, neurological disease research, diagnosis and treatment, and innovating the new drug research and development evaluation system for neurological diseases, the wellhead is leveraging the enormous commercial application value of brain-computer interfaces. Recently completed 100 million yuan A round of financing, led by Huagai Capital, Saudi Aramco's diversified venture capital fund Prosperity7 Ventures, and old shareholder Jingwei China joined the investment. This round of financing will be mainly used for R&D equipment update, chip mass production, product iteration and market promotion.

Cyclone Robotics, officially known as Hongsheng Information Technology Co., Ltd., specializes in the development and sale of artificial intelligence software products that function as digital employees. The company's primary focus is on enhancing operational efficiency for enterprises across various industries, including finance, insurance, retail, and technology. By providing integrated industry solutions based on its proprietary digital employee technology, Cyclone Robotics helps organizations significantly reduce personnel and system construction costs while improving business operation quality. The company's offerings have been successfully implemented in several prominent sectors, including a large state-owned bank and leading firms in home appliances and car retail. Cyclone Robotics has garnered positive feedback from clients for its innovative solutions that streamline processes and enable employees to concentrate on higher-value tasks.

Luma AI is a company focused on enabling users to capture and experience the world in three dimensions. Its platform employs a neural capture and rendering system to transform casual smartphone photos into photorealistic 3D representations. This technology serves various industries, including e-commerce, real estate, and 3D gaming, allowing users to engage with multimedia content in a mixed-reality environment. By leveraging multimodal artificial intelligence, Luma AI aims to expand human imagination and capabilities, facilitating a more immersive experience in visual storytelling.

Surpath is an AI-driven cloud-based platform that formulates optimal supply chain solutions based on clients' needs. The firm provides cross-border transportation to destination services, optimized logistics, and analytics solutions that solve complex problems.

Developer of a SaaS-based virtual interior design and shopping platform designed to provide an interactive interior design experience. The company's platform transforms homes with artificial intelligence and virtual reality technology with an AI algorithm-driven e-commerce platform to correspond to home decoration design solutions, enabling clients to provide a wide selection of interior design homes to homeowners.

Developer of Chinese NLP(Natural Language Processing) technologies designed to offer automated customer services. The company develops algorithms to recognize 12 emotions through texts from customers' feedback for enterprises such as online store operators and corporate customer service departments to enhance the functions of monitoring, quality inspection, and big data analysis by putting emotional labels on customer service dialogues.

Developer of artificial meat. The company develops artificial meat and cultured alternative protein products at the cellular level, committing to creating a new solution for future food supply.

Trifo designs and manufactures hardware system with sensing, perception, and decision capabilities. The company also develops software for hardware system which enables people organize and interact with home environments along with Software Development Kit (SDK) for integrating company's product into user projects. Trifo was founded in 2016 and is headquartered in Santa Clara, California with additional offices in Shenzhen and Beijing, China.

Houmo.AI is a semiconductor company that develops an integrated circuit storage technology for AI computing. The company aims to use disruptive technologies to create AI chips with a "ten-fold effect", to meet the huge computing power demand in the era of true artificial intelligence, and to use unlimited computing power to change the world. Houmo.AI was founded by Dr. Wu Qiang in 2020.

Our platform uses trained professionals to analyze medical images and videos, enabling our customers to build new technologies and treatments to detect and fight disease.

Geometrical-PAL is a Chinese autonomous driving technology developer.

Bito Robotics is a Shanghai-based company that specializes in designing and developing mobile robot systems aimed at enhancing productivity in manufacturing and commerce. Founded in 2017, it focuses on providing intelligent scheduling systems, multi-machine path planning, real-time robot status monitoring, and motion planning and control solutions. By leveraging artificial intelligence technology, Bito Robotics seeks to facilitate lean manufacturing through digitization and automation. The company's offerings are intended to support manufacturers in upgrading their operations from production scheduling to execution-level automation, ultimately improving efficiency and effectiveness in industrial settings.

Megarobo Technology Co., Ltd. engages in collaborative robotics research and development. The company provides automation solutions for life science, intelligent retail, and lightweight manufacturing. It offers robot, motion control, and software services. The company also provides facility on lease with technical support service to use robots. Megarobo Technology Co., Ltd. was founded in 2016 and is based in Beijing, China with additional offices in Suzhou, Shenzhen, and Munich, China.

Vastai Technologies specializes in the development of semiconductor chips tailored for computer vision, video processing, and various artificial intelligence applications. The company's innovative products are engineered to enhance the computing capabilities of AI visual applications, allowing manufacturers of computer devices to integrate advanced chip technology into their offerings. By focusing on optimizing performance in these specific areas, Vastai Technologies aims to support the growing demand for efficient and powerful AI solutions in the market.

Shumei Technology is a private company established in 2015, headquartered in Wangjing, Beijing, China. It specializes in providing solutions for financial and online fraud using artificial intelligence and data analytics. The company focuses on business risk control, offering services that leverage software as a service (SaaS) and big data to help organizations mitigate risks associated with various financial activities. Through its AI-driven products and services, Shumei Technology aims to enhance security and efficiency for its clients in managing potential threats and vulnerabilities.

Beijing PowerLaw AI Technology Co., Ltd. specializes in developing natural language processing technology specifically for the legal sector. Founded in 2017 and headquartered in Beijing, China, the company offers a range of solutions aimed at enhancing the efficiency of legal processes. These solutions include information extraction, smart secretary services, legal intelligence quizzes, event extraction, and legal semantic understanding. Additionally, PowerLaw AI provides tools for intelligent retrieval, knowledge management, clerical generation, contract review, decision support, and legal advice. By using its advanced AI platform, the company helps legal professionals streamline their workflows and improve the handling of contracts and other legal documents.

Lightmatter, Inc. is an artificial intelligence (AI) hardware company based in Boston, Massachusetts, that specializes in integrated optical technology to develop advanced computing processors. Founded in 2017, the company has created a silicon chip that utilizes light signals for processing, offering a new approach to AI computation. This technology accelerates critical operations in deep neural networks by employing programmable photonic elements alongside traditional transistors, enhancing the speed and efficiency of data processing while minimizing power consumption. Lightmatter's innovations aim to improve various AI applications, including image recognition and natural language processing, contributing to the advancement of next-generation AI-powered computing solutions.

Houmo.AI is a semiconductor company that develops an integrated circuit storage technology for AI computing. The company aims to use disruptive technologies to create AI chips with a "ten-fold effect", to meet the huge computing power demand in the era of true artificial intelligence, and to use unlimited computing power to change the world. Houmo.AI was founded by Dr. Wu Qiang in 2020.

NeuraMatrix is ​​a cutting-edge brain-computer interface technology developer. It uses cutting-edge question-computer interface technology to establish the ultimate way and platform for interactive human-computer information interaction, and realizes a one-stop service solution from hardware to software to digital devices. Influencing factors in brain science, neurological disease research, diagnosis and treatment, and innovating the new drug research and development evaluation system for neurological diseases, the wellhead is leveraging the enormous commercial application value of brain-computer interfaces. Recently completed 100 million yuan A round of financing, led by Huagai Capital, Saudi Aramco's diversified venture capital fund Prosperity7 Ventures, and old shareholder Jingwei China joined the investment. This round of financing will be mainly used for R&D equipment update, chip mass production, product iteration and market promotion.

Megarobo Technology Co., Ltd. engages in collaborative robotics research and development. The company provides automation solutions for life science, intelligent retail, and lightweight manufacturing. It offers robot, motion control, and software services. The company also provides facility on lease with technical support service to use robots. Megarobo Technology Co., Ltd. was founded in 2016 and is based in Beijing, China with additional offices in Suzhou, Shenzhen, and Munich, China.

Addx.ai, founded in early 2018, specializes in developing a smart home operating system that integrates artificial intelligence and Internet of Things (AIOT) technology. The company focuses on creating an intelligent platform that offers AI edge computing and video cloud solutions, effectively connecting manufacturers, OEMs, and consumers globally. With a team composed of professionals from esteemed organizations such as Amazon and Tsinghua University, Addx.ai provides a range of smart hardware and solutions. Their offerings include integrated home security systems, device control, energy management, and advanced visual and speech recognition capabilities, all aimed at enhancing consumer protection and convenience in home environments.

Developer of artificial meat. The company develops artificial meat and cultured alternative protein products at the cellular level, committing to creating a new solution for future food supply.

Beijing Remebot Technology Co., Ltd. engages in research, development, production, and sales of medical robots. The company is based in Beijing, China.

nference, Inc. operates an AI-based software platform that integrates and synthesizes biomedical knowledge from both unstructured and structured data sources, including scientific literature and real-world datasets. The platform utilizes advanced neural networks to automate the extraction of insights, facilitating real-time analysis for various applications within the life sciences sector, including drug discovery, development, and precision medicine. By addressing critical healthcare challenges, nference aims to enhance research and development efforts, as well as inform commercial strategies. Founded in 2013 and originally known as Lumen Biomics, nference is headquartered in Cambridge, Massachusetts, with additional offices in Bengaluru, India; Toronto, Canada; and Rochester, Minnesota.

Cyclone Robotics, officially known as Hongsheng Information Technology Co., Ltd., specializes in the development and sale of artificial intelligence software products that function as digital employees. The company's primary focus is on enhancing operational efficiency for enterprises across various industries, including finance, insurance, retail, and technology. By providing integrated industry solutions based on its proprietary digital employee technology, Cyclone Robotics helps organizations significantly reduce personnel and system construction costs while improving business operation quality. The company's offerings have been successfully implemented in several prominent sectors, including a large state-owned bank and leading firms in home appliances and car retail. Cyclone Robotics has garnered positive feedback from clients for its innovative solutions that streamline processes and enable employees to concentrate on higher-value tasks.

Smartcat Platform Inc. offers a comprehensive platform designed to connect linguists, companies, and agencies, facilitating the on-demand translation of diverse content into multiple languages. Established in 2016 and headquartered in Cambridge, Massachusetts, with additional operations in Moscow, Russia, and Limassol, Cyprus, Smartcat serves various sectors, including translation companies, businesses, game localization services, freelancers, and educational institutions. The platform integrates a collaborative workflow solution with a network of translation professionals, enhancing efficiency in the translation process and promoting satisfaction among both customers and vendors. By leveraging technology, Smartcat aims to optimize the language industry and streamline translation delivery.

Lightelligence builds optical chips that offer orders of magnitude improvement in terms of high speed, low latency, and low power consumption compared to traditional electronic architectures.

nference, Inc. operates an AI-based software platform that integrates and synthesizes biomedical knowledge from both unstructured and structured data sources, including scientific literature and real-world datasets. The platform utilizes advanced neural networks to automate the extraction of insights, facilitating real-time analysis for various applications within the life sciences sector, including drug discovery, development, and precision medicine. By addressing critical healthcare challenges, nference aims to enhance research and development efforts, as well as inform commercial strategies. Founded in 2013 and originally known as Lumen Biomics, nference is headquartered in Cambridge, Massachusetts, with additional offices in Bengaluru, India; Toronto, Canada; and Rochester, Minnesota.

Trifo designs and manufactures hardware system with sensing, perception, and decision capabilities. The company also develops software for hardware system which enables people organize and interact with home environments along with Software Development Kit (SDK) for integrating company's product into user projects. Trifo was founded in 2016 and is headquartered in Santa Clara, California with additional offices in Shenzhen and Beijing, China.

Xigua City is an online education platform focused on teaching computer programming to children aged 5 to 12. Founded in 2013 and headquartered in Hangzhou, China, the platform employs experienced program developers to create engaging and interactive coding curricula. Xigua City aims to foster children's interest in coding through gamified projects and intuitive teaching methods. The company has introduced the X Plan strategy, which leverages AI and big data to enhance curriculum development, improve teaching services, and refine the learning experience. This strategy includes the advancement of the LEAP curriculum system and learning evaluations, as well as the upgrade of the teaching intelligent assistant system to build an active learning community.

Starship Technologies, Inc. designs and manufactures self-driving delivery robots for local goods delivery, including parcels, groceries, and food. Founded in 2014 and headquartered in London, with a research and development center in Estonia, the company aims to revolutionize the delivery landscape by providing autonomous robots that operate safely and efficiently. These robots can autonomously navigate 99% of the time, enabling curb-side deliveries from local hubs within 30 minutes. Equipped with advanced sensors such as cameras and GPS, Starship's delivery solutions are intended to be environmentally friendly and cost-effective, significantly enhancing convenience for consumers. By partnering with stores and restaurants, Starship Technologies facilitates a new era of instant deliveries that align with customer schedules, ultimately striving to make local delivery more accessible and affordable.

Shanghai Gemii Information Technology Co., Ltd. develops artificial intelligence software for sales promotion consultants to digitally upgrade offline retail. The company was founded in 2016 and is based in Shanghai, China.

Lightmatter, Inc. is an artificial intelligence (AI) hardware company based in Boston, Massachusetts, that specializes in integrated optical technology to develop advanced computing processors. Founded in 2017, the company has created a silicon chip that utilizes light signals for processing, offering a new approach to AI computation. This technology accelerates critical operations in deep neural networks by employing programmable photonic elements alongside traditional transistors, enhancing the speed and efficiency of data processing while minimizing power consumption. Lightmatter's innovations aim to improve various AI applications, including image recognition and natural language processing, contributing to the advancement of next-generation AI-powered computing solutions.

CTRL-labs Corporation, founded in 2015 and based in New York City, is at the forefront of developing non-invasive neural interface technology. The company's flagship product, the CTRL-kit, is a wireless electromyography device that translates neural signals into control, enabling users to interact with digital devices through a wristband equipped with sensors. This technology aims to enhance immersion and control in areas such as virtual reality, augmented reality, robotics, and productivity. By providing developers with a software development kit (SDK) and application programming interface (API), CTRL-labs facilitates the integration of neural control into various applications. The company's long-term vision is to enable widespread consumer adoption of this technology, creating a new universal controller that allows individuals to use their thoughts and movements to operate machines seamlessly.

Ruixin Smart Medical develops real-time monitoring equipment for the detection of cardiovascular and cerebrovascular diseases. It is researching and developing intelligent medical platforms based on artificial intelligence, simulation, and cloud computing, so as to deeply mine the information in medical data to more accurately assess the condition and guide treatment. The company was founded in 2017 and is headquartered in Shenzhen.

Beijing Elens Data Technology Co., Ltd. specializes in artificial intelligence analysis and intelligence solutions. The company offers a range of products designed to enhance data processing and analysis capabilities. This includes its Vision Artificial Intelligence Engine, which facilitates data importation, processing, and model training, and the Analysis Natural Language Processing Engine, which handles basic language tasks and information extraction. Additionally, Elens provides the View Knowledge Mapping Intelligence Analysis Platform, which supports information modeling, fusion, calculation, and search functions. By leveraging AI technology, Elens aims to improve efficiency for enterprises by enabling real-time data mining and accurate analysis of both internal and external information, ultimately helping clients reduce development costs and enhance the reuse of industry knowledge. Based in Beijing, China, Elens is committed to developing innovative solutions that meet the evolving needs of businesses.

Trifo designs and manufactures hardware system with sensing, perception, and decision capabilities. The company also develops software for hardware system which enables people organize and interact with home environments along with Software Development Kit (SDK) for integrating company's product into user projects. Trifo was founded in 2016 and is headquartered in Santa Clara, California with additional offices in Shenzhen and Beijing, China.

Machinify, Inc. is a data-to-cash platform that leverages artificial intelligence to help enterprises enhance their core operations. Founded in March 2016 and based in Palo Alto, California, the company offers a suite of services including AI Cloud, which manages and stores real-time semi-structured and unstructured data; AI Studio, a user-friendly interface for building and testing AI models; and AI Runtime, which facilitates the creation of infrastructure for real-time predictions. By automating data collection, transformation, and product deployment, Machinify enables businesses to make informed decisions from their data, ultimately unlocking hidden profits and streamlining operations. The company serves various sectors, including healthcare, by allowing domain experts to transform raw data into actionable insights.

Yihang.ai manufactures autonomous driving systems. Yihang Intelligent provides the host factory with a complete auto-driving solution with high reliability, high quality and low cost. Since its establishment, Yihang Intelligent has been aiming at productization and strictly follows the development process of the main engine factory. At present, Autopilot has been commercialized, and Autopilot function autopilot solution is provided for a certain production model. It is applied to Level 4 deep learning technology research and development. Breakthroughs have also been made to achieve real-time pixel-level image segmentation based on deep learning on a car-level embedded chip. Yihang intelligent team is proficient in artificial intelligence and core algorithms such as sensing, decision-making, control and fault diagnosis. It integrates the elites of the automotive industry and experts in computer vision and deep learning. The team members are from domestic and foreign OEMs, Tier 1 suppliers, domestic and foreign. Leading scientific research institutions and famous universities at home and abroad such as Berkeley and Cambridge.It began operation in 2015, with its headquarters in Beijing in China.

iOranges Automation is a company based in Shenzhen, China, specializing in the development of machine vision positioning systems. The firm operates at the intersection of artificial intelligence and robotics, focusing on innovative solutions that enhance automation processes. Through its advanced technology, iOranges Automation aims to improve efficiency and precision in various industrial applications.

Smartcat Platform Inc. offers a comprehensive platform designed to connect linguists, companies, and agencies, facilitating the on-demand translation of diverse content into multiple languages. Established in 2016 and headquartered in Cambridge, Massachusetts, with additional operations in Moscow, Russia, and Limassol, Cyprus, Smartcat serves various sectors, including translation companies, businesses, game localization services, freelancers, and educational institutions. The platform integrates a collaborative workflow solution with a network of translation professionals, enhancing efficiency in the translation process and promoting satisfaction among both customers and vendors. By leveraging technology, Smartcat aims to optimize the language industry and streamline translation delivery.

Starship Technologies, Inc. designs and manufactures self-driving delivery robots for local goods delivery, including parcels, groceries, and food. Founded in 2014 and headquartered in London, with a research and development center in Estonia, the company aims to revolutionize the delivery landscape by providing autonomous robots that operate safely and efficiently. These robots can autonomously navigate 99% of the time, enabling curb-side deliveries from local hubs within 30 minutes. Equipped with advanced sensors such as cameras and GPS, Starship's delivery solutions are intended to be environmentally friendly and cost-effective, significantly enhancing convenience for consumers. By partnering with stores and restaurants, Starship Technologies facilitates a new era of instant deliveries that align with customer schedules, ultimately striving to make local delivery more accessible and affordable.

nference, Inc. operates an AI-based software platform that integrates and synthesizes biomedical knowledge from both unstructured and structured data sources, including scientific literature and real-world datasets. The platform utilizes advanced neural networks to automate the extraction of insights, facilitating real-time analysis for various applications within the life sciences sector, including drug discovery, development, and precision medicine. By addressing critical healthcare challenges, nference aims to enhance research and development efforts, as well as inform commercial strategies. Founded in 2013 and originally known as Lumen Biomics, nference is headquartered in Cambridge, Massachusetts, with additional offices in Bengaluru, India; Toronto, Canada; and Rochester, Minnesota.

LLVISION was founded in 2014 by an elite team from Google, Lenovo, Microsoft, Intel, China Aeronautics, Nokia, Broadcom, etc.Their mission is to help the industry leaders intellectualize business processes through the first perspective innovation linked with multi-dimension connections, cognition and synergy and upgraded human-machine collaboration.

Beijing Sensing Technology is a high-tech company focused on artificial intelligence, specializing in the development, production, and sale of facial recognition technology. The company strives to advance its deep learning-based facial recognition capabilities to create customized solutions across various industries, including intelligent security, finance, building management, transportation, medicine, and community services. Collaborating with academic institutions such as Tsinghua University and Beihang University, Sensing Technology leverages talent and advanced technology to deliver intelligent security solutions to government entities, communities, and educational institutions. By integrating mega data analysis with its products, the company aims to provide comprehensive artificial intelligence solutions and services that meet the evolving needs of its customers.

CTRL-labs Corporation, founded in 2015 and based in New York City, is at the forefront of developing non-invasive neural interface technology. The company's flagship product, the CTRL-kit, is a wireless electromyography device that translates neural signals into control, enabling users to interact with digital devices through a wristband equipped with sensors. This technology aims to enhance immersion and control in areas such as virtual reality, augmented reality, robotics, and productivity. By providing developers with a software development kit (SDK) and application programming interface (API), CTRL-labs facilitates the integration of neural control into various applications. The company's long-term vision is to enable widespread consumer adoption of this technology, creating a new universal controller that allows individuals to use their thoughts and movements to operate machines seamlessly.

Xigua City is an online education platform focused on teaching computer programming to children aged 5 to 12. Founded in 2013 and headquartered in Hangzhou, China, the platform employs experienced program developers to create engaging and interactive coding curricula. Xigua City aims to foster children's interest in coding through gamified projects and intuitive teaching methods. The company has introduced the X Plan strategy, which leverages AI and big data to enhance curriculum development, improve teaching services, and refine the learning experience. This strategy includes the advancement of the LEAP curriculum system and learning evaluations, as well as the upgrade of the teaching intelligent assistant system to build an active learning community.

Lightmatter, Inc. is an artificial intelligence (AI) hardware company based in Boston, Massachusetts, that specializes in integrated optical technology to develop advanced computing processors. Founded in 2017, the company has created a silicon chip that utilizes light signals for processing, offering a new approach to AI computation. This technology accelerates critical operations in deep neural networks by employing programmable photonic elements alongside traditional transistors, enhancing the speed and efficiency of data processing while minimizing power consumption. Lightmatter's innovations aim to improve various AI applications, including image recognition and natural language processing, contributing to the advancement of next-generation AI-powered computing solutions.

PerceptIn, Inc. is a technology company based in Sunnyvale, California, founded in 2016, that specializes in perception, insight, and intelligence solutions. The company develops a range of products, including hardware and a software SDK with embedded algorithms for visual intelligence. Its flagship offering, the PerceptIn Robotics Vision System, allows for real-time tracking and mapping with centimeter-level accuracy, catering to diverse applications. PerceptIn's customer base includes manufacturers of robots, VR/AR devices, content creators, smartphone OEMs, and gaming companies. The company has expanded its technology to various sectors, such as IoT-grade robotics and autonomous driving, positioning itself as a partner in the NVIDIA Inception Program and collaborating with several key technology firms. With offices in California and Shenzhen, China, PerceptIn employs around 30 people and serves over 100 clients, focusing on innovative solutions that enhance operational efficiency and reduce costs. The company has successfully raised significant funding to support its growth and development in the visual intelligence domain.

Wuhan Cobot Technology Co., Ltd. is a Chinese company focused on developing advanced operating systems for industrial robots, specializing in robot collaboration and flexible manufacturing systems. Cobot is recognized for introducing an intelligent operating system, COBOTSYS, which integrates machine learning algorithms to enhance the functionality of industrial robots. The company has a strong research and development team that has made significant advancements in artificial intelligence, 3D vision, and force control technologies. Cobot's solutions are tailored for various industries, including electronics, food, apparel, grocery, and pharmaceuticals, providing products like unsorted grasping systems, force-controlled polishing systems, and drag teaching systems. Their goal is to create a safe, stable, and user-friendly robotic environment that connects end users, robot manufacturers, and system integrators, ultimately aiming to alleviate monotonous and hazardous tasks for people.

12 Sigma Technologies, founded in April 2015, is a healthcare company that focuses on modern medical image diagnosis and data analysis. The firm leverages advanced artificial intelligence technologies to enhance medical imaging applications, believing in the significant potential of integrating AI with medical imaging. To further its mission, 12 Sigma has established partnerships with General Electric to co-develop innovative diagnostic products targeting tumors, cardiovascular diseases, and CT scans. Additionally, the company collaborates with over 50 leading hospitals in China, engaging in applied medical diagnostics, technical research, and clinical trials to advance its healthcare solutions.

Mashgin Inc. specializes in the development of intelligent kiosks that provide automated self-checkout solutions for various retail environments, including cafés, convenience stores, and specialty shops. Founded in 2013 and headquartered in Mountain View, California, Mashgin utilizes advanced computer vision technology, incorporating deep learning and real-time 3D capabilities. This innovative approach allows the kiosks to accurately identify and process multiple items simultaneously based on their visual characteristics, such as color, shape, and size. The system can be deployed quickly and cost-effectively, making it an attractive alternative to traditional checkout methods. Currently, Mashgin's self-checkout kiosks are in operation at hundreds of locations and serve tens of thousands of customers daily, significantly enhancing the efficiency of the retail checkout process.

Atomist, Inc. owns and operates development automation platform that creates, ships, and improve software. Its features include code review, build, unit test, containerize, integration test, binary artifacts, container cluster managers, manual and scripted release steps, health checks, and performance monitoring. The company allows developer to develop, build, test, deploy, and monitor its own services. Atomist, Inc. was founded in 2015 and is based in San Francisco, California.

CTRL-labs Corporation, founded in 2015 and based in New York City, is at the forefront of developing non-invasive neural interface technology. The company's flagship product, the CTRL-kit, is a wireless electromyography device that translates neural signals into control, enabling users to interact with digital devices through a wristband equipped with sensors. This technology aims to enhance immersion and control in areas such as virtual reality, augmented reality, robotics, and productivity. By providing developers with a software development kit (SDK) and application programming interface (API), CTRL-labs facilitates the integration of neural control into various applications. The company's long-term vision is to enable widespread consumer adoption of this technology, creating a new universal controller that allows individuals to use their thoughts and movements to operate machines seamlessly.

CreditVidya is a technology-driven company focused on improving credit decision-making for lenders in India. By leveraging alternative data and advanced machine learning techniques, CreditVidya aims to provide a more comprehensive assessment of creditworthiness, moving beyond traditional methods that primarily rely on repayment history. This innovative approach is designed to assist lenders in extending credit to approximately 800 million individuals in India who lack formal credit scores. The company’s technology utilizes artificial intelligence to gather and analyze a wide range of data points, thereby enabling lenders to make informed and profitable lending decisions while minimizing credit losses. Through its efforts, CreditVidya seeks to facilitate fair and transparent access to credit for underserved populations in the country.

iOranges Automation is a company based in Shenzhen, China, specializing in the development of machine vision positioning systems. The firm operates at the intersection of artificial intelligence and robotics, focusing on innovative solutions that enhance automation processes. Through its advanced technology, iOranges Automation aims to improve efficiency and precision in various industrial applications.

Qrativ is a developer of a drug purposing platform designed to reinvent the way treatments for diseases with unmet medical need are discovered and developed. The company's platform ,Darwin.ai, identifies new uses for existing molecules for diseases with unmet medical need and uses machine learning and artificial intelligence for research and development, enabling patient to get treatments for diseases for which drugs are not available in the market.

LLVISION was founded in 2014 by an elite team from Google, Lenovo, Microsoft, Intel, China Aeronautics, Nokia, Broadcom, etc.Their mission is to help the industry leaders intellectualize business processes through the first perspective innovation linked with multi-dimension connections, cognition and synergy and upgraded human-machine collaboration.

Trifo designs and manufactures hardware system with sensing, perception, and decision capabilities. The company also develops software for hardware system which enables people organize and interact with home environments along with Software Development Kit (SDK) for integrating company's product into user projects. Trifo was founded in 2016 and is headquartered in Santa Clara, California with additional offices in Shenzhen and Beijing, China.

12 Sigma Technologies, founded in April 2015, is a healthcare company that focuses on modern medical image diagnosis and data analysis. The firm leverages advanced artificial intelligence technologies to enhance medical imaging applications, believing in the significant potential of integrating AI with medical imaging. To further its mission, 12 Sigma has established partnerships with General Electric to co-develop innovative diagnostic products targeting tumors, cardiovascular diseases, and CT scans. Additionally, the company collaborates with over 50 leading hospitals in China, engaging in applied medical diagnostics, technical research, and clinical trials to advance its healthcare solutions.

Wuhan Cobot Technology Co., Ltd. is a Chinese company focused on developing advanced operating systems for industrial robots, specializing in robot collaboration and flexible manufacturing systems. Cobot is recognized for introducing an intelligent operating system, COBOTSYS, which integrates machine learning algorithms to enhance the functionality of industrial robots. The company has a strong research and development team that has made significant advancements in artificial intelligence, 3D vision, and force control technologies. Cobot's solutions are tailored for various industries, including electronics, food, apparel, grocery, and pharmaceuticals, providing products like unsorted grasping systems, force-controlled polishing systems, and drag teaching systems. Their goal is to create a safe, stable, and user-friendly robotic environment that connects end users, robot manufacturers, and system integrators, ultimately aiming to alleviate monotonous and hazardous tasks for people.

Yihang.ai manufactures autonomous driving systems. Yihang Intelligent provides the host factory with a complete auto-driving solution with high reliability, high quality and low cost. Since its establishment, Yihang Intelligent has been aiming at productization and strictly follows the development process of the main engine factory. At present, Autopilot has been commercialized, and Autopilot function autopilot solution is provided for a certain production model. It is applied to Level 4 deep learning technology research and development. Breakthroughs have also been made to achieve real-time pixel-level image segmentation based on deep learning on a car-level embedded chip. Yihang intelligent team is proficient in artificial intelligence and core algorithms such as sensing, decision-making, control and fault diagnosis. It integrates the elites of the automotive industry and experts in computer vision and deep learning. The team members are from domestic and foreign OEMs, Tier 1 suppliers, domestic and foreign. Leading scientific research institutions and famous universities at home and abroad such as Berkeley and Cambridge.It began operation in 2015, with its headquarters in Beijing in China.

Mor.AI is an artificial intelligence company focusing on Cognitive Computing and Natural Language Understanding technology. It serves as a Conversational Services Search Platform, based on in-house voice interaction of ‘Noise reduction+Automatic Speech Recognition + Multi-round dialogue+Knowledge Graph’. In the cloud, Mor.AI connected services and contents of 50+ fields and provided 10+ transaction services. Through mainly voice interaction and with the Conversational Services Search Platform, Mor.AI built Internet of Things and Internet of Vehicles. In the home appliance industry, Mor.AI is in in-depth cooperation with manufacturers such as vivo, Konka, TCL and Sharp. In the automotive industry, it is in partnership with a number of international and local car manufacturers, for instance, Mercedes-Benz and SAIC MAXUS.

Starship Technologies, Inc. designs and manufactures self-driving delivery robots for local goods delivery, including parcels, groceries, and food. Founded in 2014 and headquartered in London, with a research and development center in Estonia, the company aims to revolutionize the delivery landscape by providing autonomous robots that operate safely and efficiently. These robots can autonomously navigate 99% of the time, enabling curb-side deliveries from local hubs within 30 minutes. Equipped with advanced sensors such as cameras and GPS, Starship's delivery solutions are intended to be environmentally friendly and cost-effective, significantly enhancing convenience for consumers. By partnering with stores and restaurants, Starship Technologies facilitates a new era of instant deliveries that align with customer schedules, ultimately striving to make local delivery more accessible and affordable.

Beijing Sensing Technology is a high-tech company focused on artificial intelligence, specializing in the development, production, and sale of facial recognition technology. The company strives to advance its deep learning-based facial recognition capabilities to create customized solutions across various industries, including intelligent security, finance, building management, transportation, medicine, and community services. Collaborating with academic institutions such as Tsinghua University and Beihang University, Sensing Technology leverages talent and advanced technology to deliver intelligent security solutions to government entities, communities, and educational institutions. By integrating mega data analysis with its products, the company aims to provide comprehensive artificial intelligence solutions and services that meet the evolving needs of its customers.

ByteGain, Inc. is a company based in Los Altos, California, that specializes in developing a platform for real-time predictions regarding user behavior on websites. Established in 2015, ByteGain employs advanced deep learning techniques to analyze user interaction, enabling businesses to enhance customer engagement, improve recommendations, and optimize monetization strategies. The platform provides actionable insights that help companies better understand their users and attract new customers. By focusing on creating personalized online experiences, ByteGain aims to address the disconnect experienced by users when interacting with businesses in the digital space, moving away from generic messaging towards tailored, engaging interactions.

Machinify, Inc. is a data-to-cash platform that leverages artificial intelligence to help enterprises enhance their core operations. Founded in March 2016 and based in Palo Alto, California, the company offers a suite of services including AI Cloud, which manages and stores real-time semi-structured and unstructured data; AI Studio, a user-friendly interface for building and testing AI models; and AI Runtime, which facilitates the creation of infrastructure for real-time predictions. By automating data collection, transformation, and product deployment, Machinify enables businesses to make informed decisions from their data, ultimately unlocking hidden profits and streamlining operations. The company serves various sectors, including healthcare, by allowing domain experts to transform raw data into actionable insights.

Empirical Systems, Inc. is a Cambridge, Massachusetts-based company that develops an augmented intelligence analysis platform designed to facilitate the analysis and understanding of structured data. Founded in 2015, the company aims to democratize rigorous statistical analysis, enabling users to tackle complex, sparse, or costly datasets. The platform leverages advanced artificial intelligence, originally developed at the MIT Probabilistic Computing Project as BayesDB, to automate the analysis of tabular data. It creates generative models and provides probabilistic answers to ad hoc queries, making sophisticated data analysis accessible to a broader audience. Empirical Systems operates as a subsidiary of Tableau Software.

nference, Inc. operates an AI-based software platform that integrates and synthesizes biomedical knowledge from both unstructured and structured data sources, including scientific literature and real-world datasets. The platform utilizes advanced neural networks to automate the extraction of insights, facilitating real-time analysis for various applications within the life sciences sector, including drug discovery, development, and precision medicine. By addressing critical healthcare challenges, nference aims to enhance research and development efforts, as well as inform commercial strategies. Founded in 2013 and originally known as Lumen Biomics, nference is headquartered in Cambridge, Massachusetts, with additional offices in Bengaluru, India; Toronto, Canada; and Rochester, Minnesota.

Wingspan Technology Ltd., founded in 2009 and based in Beijing, China, specializes in digital medical imaging solutions. The company has developed a cloud-based diagnostic platform designed to transform traditional medical imaging services. By leveraging mobile Internet technology, Wingspan offers comprehensive medical imaging systems that facilitate end-to-end services. Utilizing advanced deep learning networks, the platform analyzes millions of scans to autonomously identify diseases, thereby enhancing the diagnostic capabilities of healthcare professionals. This innovative approach aims to improve patient outcomes by enabling more effective diagnoses.

LLVISION was founded in 2014 by an elite team from Google, Lenovo, Microsoft, Intel, China Aeronautics, Nokia, Broadcom, etc.Their mission is to help the industry leaders intellectualize business processes through the first perspective innovation linked with multi-dimension connections, cognition and synergy and upgraded human-machine collaboration.

LLVISION was founded in 2014 by an elite team from Google, Lenovo, Microsoft, Intel, China Aeronautics, Nokia, Broadcom, etc.Their mission is to help the industry leaders intellectualize business processes through the first perspective innovation linked with multi-dimension connections, cognition and synergy and upgraded human-machine collaboration.

Aevena is a company that develops fully autonomous consumer robots aimed at transforming everyday life through personal robotics. Founded in 2015 and headquartered in San Carlos, California, Aevena's robots are designed to be self-flying and integrate advanced technologies such as sensors, computer vision, and machine learning. These features empower consumers to tackle complex challenges and improve their daily routines. The company's focus is on creating intelligent solutions that enhance the quality of life for users through innovative robotic technology.

Zest AI makes the power of machine learning safe to use in credit underwriting. The Zest Model Management System enables lenders to analyze vast amounts of credit data to help increase approval rates and reduce the risk of faulty credit decisions. The platform also provides the ability to explain data modeling results to measure business impact and help comply with regulatory requirements. Lenders using Zest AI software make better decisions and better loans—increasing revenue, reducing risk, and automating compliance. Zest AI was founded in 2009 with the mission of making fair and transparent credit available to everyone. Learn more at http://www.zest.ai.

Zest AI makes the power of machine learning safe to use in credit underwriting. The Zest Model Management System enables lenders to analyze vast amounts of credit data to help increase approval rates and reduce the risk of faulty credit decisions. The platform also provides the ability to explain data modeling results to measure business impact and help comply with regulatory requirements. Lenders using Zest AI software make better decisions and better loans—increasing revenue, reducing risk, and automating compliance. Zest AI was founded in 2009 with the mission of making fair and transparent credit available to everyone. Learn more at http://www.zest.ai.

Diffbot is a world-class group of AI researchers building an autonomous system to structure the world's knowledge. Thousands of leading companies rely on Diffbot data for their enterprise and consumer applications.

Zest AI makes the power of machine learning safe to use in credit underwriting. The Zest Model Management System enables lenders to analyze vast amounts of credit data to help increase approval rates and reduce the risk of faulty credit decisions. The platform also provides the ability to explain data modeling results to measure business impact and help comply with regulatory requirements. Lenders using Zest AI software make better decisions and better loans—increasing revenue, reducing risk, and automating compliance. Zest AI was founded in 2009 with the mission of making fair and transparent credit available to everyone. Learn more at http://www.zest.ai.

VideoIQ, Inc. produces intelligent video surveillance systems. The company's products include Icvr intelligent IP cameras and encoders with video recording and analytics for building video analytics, content-aware storage, and intelligent networking into security cameras and encoders; and HD intelligent smart video analytics engines, which act as a digital guard, transforming video surveillance into a system for warning and security protection in various environment and under various conditions. It serves water treatment, chemical, and processing plants in the utilities and infrastructure sector; factory settings in the industrial sector; and truck and train terminals, and highways in the transportation sector. The company also serves government buildings, borders, and military bases in the homeland security industry; and headquarters facilities, hospitals, and production facilities in the corporate campus sector. In addition, it serves car dealerships, parking lots and garages, rental yards, hospitals, and construction sites in the commercial outdoor sector; and luxury homes, notable persons, second homes, and the residential home construction sector. The company sells its products in the United States and Europe through video surveillance integrators and resellers. VideoIQ, Inc. was founded in 2006 and is based in Bedford, Massachusetts.

Vectra AI, Inc. is a cybersecurity company based in San Jose, California, specializing in artificial intelligence-based solutions for detecting and responding to cyberattacks across cloud, data center, and enterprise infrastructures. Established in 2010, Vectra focuses on safeguarding cloud and data center workloads as well as user and IoT devices. Its flagship Cognito platform enhances threat detection and investigation by leveraging AI to collect, store, and enrich network metadata, enabling real-time detection and analysis of both known and unknown threats. The company offers three key applications within the Cognito platform: Cognito Stream, which transmits security-enriched metadata to data lakes and SIEMs; Cognito Recall, a cloud-based tool for storing and investigating threats; and Cognito Detect, designed to swiftly reveal and prioritize hidden attackers. Vectra AI also has research and development centers in Dublin, Ireland; Austin, Texas; and Cambridge, Massachusetts.

VideoIQ, Inc. produces intelligent video surveillance systems. The company's products include Icvr intelligent IP cameras and encoders with video recording and analytics for building video analytics, content-aware storage, and intelligent networking into security cameras and encoders; and HD intelligent smart video analytics engines, which act as a digital guard, transforming video surveillance into a system for warning and security protection in various environment and under various conditions. It serves water treatment, chemical, and processing plants in the utilities and infrastructure sector; factory settings in the industrial sector; and truck and train terminals, and highways in the transportation sector. The company also serves government buildings, borders, and military bases in the homeland security industry; and headquarters facilities, hospitals, and production facilities in the corporate campus sector. In addition, it serves car dealerships, parking lots and garages, rental yards, hospitals, and construction sites in the commercial outdoor sector; and luxury homes, notable persons, second homes, and the residential home construction sector. The company sells its products in the United States and Europe through video surveillance integrators and resellers. VideoIQ, Inc. was founded in 2006 and is based in Bedford, Massachusetts.

VideoIQ, Inc. produces intelligent video surveillance systems. The company's products include Icvr intelligent IP cameras and encoders with video recording and analytics for building video analytics, content-aware storage, and intelligent networking into security cameras and encoders; and HD intelligent smart video analytics engines, which act as a digital guard, transforming video surveillance into a system for warning and security protection in various environment and under various conditions. It serves water treatment, chemical, and processing plants in the utilities and infrastructure sector; factory settings in the industrial sector; and truck and train terminals, and highways in the transportation sector. The company also serves government buildings, borders, and military bases in the homeland security industry; and headquarters facilities, hospitals, and production facilities in the corporate campus sector. In addition, it serves car dealerships, parking lots and garages, rental yards, hospitals, and construction sites in the commercial outdoor sector; and luxury homes, notable persons, second homes, and the residential home construction sector. The company sells its products in the United States and Europe through video surveillance integrators and resellers. VideoIQ, Inc. was founded in 2006 and is based in Bedford, Massachusetts.

VideoIQ, Inc. produces intelligent video surveillance systems. The company's products include Icvr intelligent IP cameras and encoders with video recording and analytics for building video analytics, content-aware storage, and intelligent networking into security cameras and encoders; and HD intelligent smart video analytics engines, which act as a digital guard, transforming video surveillance into a system for warning and security protection in various environment and under various conditions. It serves water treatment, chemical, and processing plants in the utilities and infrastructure sector; factory settings in the industrial sector; and truck and train terminals, and highways in the transportation sector. The company also serves government buildings, borders, and military bases in the homeland security industry; and headquarters facilities, hospitals, and production facilities in the corporate campus sector. In addition, it serves car dealerships, parking lots and garages, rental yards, hospitals, and construction sites in the commercial outdoor sector; and luxury homes, notable persons, second homes, and the residential home construction sector. The company sells its products in the United States and Europe through video surveillance integrators and resellers. VideoIQ, Inc. was founded in 2006 and is based in Bedford, Massachusetts.