Core Insights - The article discusses the rapid growth of generative AI in China, with over 600 million registered users expected by December 2024, highlighting the increasing reliance on AI for solving daily problems [2] - It emphasizes the privacy and security concerns associated with data leakage when using cloud-based AI models, leading to a demand for solutions that can protect sensitive information [2][10] Company Overview - Jinghua Misan, incubated at Tsinghua University, focuses on homomorphic encryption technology to address privacy issues in cloud-based AI applications [2][3] - The company recently won the "DEMO GOD" award at the 2025 DEMO CHINA event, standing out among 126 tech companies [3] Technology and Solutions - Homomorphic encryption allows computations on encrypted data without decryption, maintaining data security during transmission and storage [5][10] - The company is developing a high-performance homomorphic inference and training engine aimed at users who require privacy but cannot afford local deployment costs [10][11] - Jinghua Misan's solutions enable data owners to lease their data while ensuring it remains encrypted, creating a sustainable revenue stream [12][13] Market Demand and Strategy - There is a strong market demand for high-performance, practical homomorphic computing solutions, particularly in AI applications [5][8] - The company aims to focus on AI model inference and training, positioning itself as a leader in this niche market while avoiding broader applications where it lacks expertise [15] Future Plans - Jinghua Misan plans to launch its homomorphic inference and training engines by the end of this year and early next year, targeting both B2B and B2C users [10][12] - The company is committed to refining its technology to meet user needs and enhance user experience, with a focus on balancing security and performance [13][15]

Core Viewpoint - The article discusses the emergence of Jinghua Misan, a company focused on privacy-preserving computing solutions, particularly in the context of AI and data security, highlighting its recent recognition and the potential market for its technology [3][5][22]. Group 1: Company Overview - Jinghua Misan, incubated at Tsinghua University, aims to address privacy concerns associated with cloud-based AI models by utilizing a secure computing engine that operates at acceptable costs [3][5]. - The company won the "DEMO GOD" award at the 2025 DEMO CHINA event, standing out among 126 tech companies [3][5]. Group 2: Technology and Solutions - Homomorphic encryption allows computations on encrypted data without decryption, maintaining data privacy throughout its lifecycle [7][9]. - Jinghua Misan's technology aims to reduce the performance loss typically associated with homomorphic encryption, making it viable for AI applications [9][12]. - The company is developing two main products: a homomorphic inference engine for AI models and a homomorphic training engine to protect data ownership during transactions [15][17]. Group 3: Market Demand and Challenges - There is a strong market demand for high-performance, practical homomorphic computing solutions, particularly in privacy-sensitive applications [8][11]. - Current solutions face challenges such as high computational costs and hardware dependencies, which limit their widespread adoption [9][12]. Group 4: Future Vision and Strategy - Jinghua Misan aims to focus on AI-related privacy solutions, believing that its technology can become a new consensus for secure data transactions and AI model usage [22]. - The company plans to launch its homomorphic inference and training engines by the end of this year and early next year, respectively [18].

Group 1 - The core achievement of Jinghua Misan (Beijing) Technology Co., Ltd. is winning the "DEMO GOD" award at the 2025 DEMO CHINA event for its breakthroughs in high-performance secure computing technology [1] - The core team of Jinghua Misan is composed entirely of Tsinghua University alumni, with Ren Ju serving as the Chief Scientist and Lin Xiuchun as the CEO, who is currently a doctoral student at Peking University [1] - Jinghua Misan aims to commercialize its leading high-performance secure computing technology, with a focus on developing advanced secure inference and training engines [1] Group 2 - The DEMO CHINA conference was organized by Chuangyebang and guided by the government of Hangzhou's Gongshu District, featuring 126 early-stage tech companies and 213 investment institutions [2] - Over 18 years, DEMO CHINA has attracted more than 47,000 startup applications, with 1,506 companies showcasing their innovations, and 623 companies progressing to Series A funding [2] - The event also released several lists, including "2025 Notable AI Innovators" and "2025 Most Admired Venture Capital Institutions" [2]

Core Insights - The article highlights the success of Jinghua Mican (Beijing) Technology Co., Ltd., which won the "DEMO GOD" award at the 2025 DEMO CHINA event for its breakthroughs in high-performance secure computing technology [2][4]. Company Overview - Jinghua Mican's core team is composed entirely of Tsinghua University alumni, led by Chief Scientist Ren Ju, a Changjiang Scholar and a long-term associate professor in the Computer Science Department [4]. - The CEO, Lin Xiuchun, born in 2000, has a background in computer science and is currently a doctoral student at Peking University [4]. Technology and Products - The company aims to commercialize its leading high-performance secure computing technology [4]. - Jinghua Mican is developing advanced secure inference and training engines, which provide security for users who cannot afford the high costs of local deployment of large AI models and have privacy needs [4]. - The secure training engine is designed to protect the rights of enterprises in data transactions [4]. - The core technology significantly enhances the efficiency of secure computing and improves user experience [4]. - Both the secure training and inference engines are expected to be launched by the end of this year and in the first quarter of next year, respectively [4]. Event Highlights - The 2025 DEMO CHINA event, organized by Chuangyebang and supported by the Hangzhou Gongshu District Government, featured 126 early-stage tech companies and 213 investment institutions [5]. - The event also released several lists, including "2025 Notable AI Innovators" and "2025 Most Admired Venture Capital Institutions" [5]. - Over 18 years, DEMO CHINA has attracted more than 47,000 startup applications, with 1,506 companies showcasing their innovations [5].