As generative AI continues reshaping industries worldwide, enterprises are accelerating adoption across production, inspection, and automation workflows. Yet, as the era of human-machine collaboration and robotics unfolds, traditional AI systems still face two major deployment barriers.The first challenge is the lack of adaptability: when on-site conditions change - such as in visual inspection scenarios where production lines switch tasks, new defect types emerge, or inspection conditions shift - conventional AI models often require days or even weeks of retraining, falling short of real-time operational demands.The second challenge is catastrophic forgetting: when a model learns new information, it often loses accuracy on previously mastered tasks, a long-standing technical hurdle in deep learning.To address these pain points, Memorence AI developed its proprietary instant learning technology, inspired by the mechanisms of the human neocortex. The technology significantly shortens the time needed to adjust AI models while maintaining stability of prior knowledge. This provides a critical foundation for real-world human-machine collaboration. The company has secured invention patents in Taiwan, the United States, Japan, and China, laying the groundwork for its global expansion.Founder and CEO Pai-Heng Hsiao explained that the core principle is designed to support human-inspired capabilities such as perception, association, understanding, reasoning, and memory. For example, when an operator identifies a misjudgment and corrects it, the system can immediately incorporate the new information and apply it to subsequent tasks. This capability delivers rapid feedback and can be extended to support multi-modal knowledge applications.Focusing on Three Application Domains, Gaining Traction Among IPC VendorsMemorence.AI aims to bring AI from the cloud to the front line. Its end-to-end AI solution, Memorence Suite, is designed for large-scale visual inspection tasks and features a no-code architecture, allowing enterprises to deploy AI without relying on in-house engineers. One major industrial customer reduced manual inspection miss rates from 2-4% to below 0.1%, significantly improving quality and operational efficiency.Operagents targets high-variability environments in human–machine collaboration and future robotic systems. Leveraging instant learning, the solution responds quickly to changes in workflow, operating procedures, and recognition conditions. After deployment at a major manufacturer, operators were able to provide corrections that the system rapidly incorporated within a human-in-the-loop workflow, updating guidance instructions in real time, effectively reducing assembly errors and minimizing variation among different personnel.Memoragents provides a multi-modal knowledge query system that enables companies to continuously accumulate and update domain expertise on the shop floor. This allows employees to resolve technical issues quickly while mitigating gaps in institutional knowledge and expertise transfer.Together, the three solutions - from large-scale visual inspection to real-time operational assistance and multi-modal knowledge understanding - form a complete foundation for next-generation human-machine collaboration and robotics applications.Hsiao stated that Memorence AI's instant learning technology and AI solutions form a complementary advantage with the hardware offerings of IPC vendors. Customers can integrate IPC systems with Memorence AI products to enhance the applicability and competitiveness of their overall solutions. In 2025, the company partnered with a leading IPC manufacturer to participate in a major European trade show, leaving a strong impression on local industry players and laying a solid foundation for its market expansion in Europe.Advancing Toward CES2026 and Accelerating Global ExpansionWith support from Taiwan Tech Arena (TTA), Memorence AI is set to participate in CES2026 and has been named a CES Innovation Awards 2026 Honoree. Given the United States' strong foundation in advanced manufacturing, precision manufacturing, and large-scale automation - coupled with the rapid growth of human-machine collaboration, robotics, and the stringent quality and process requirements in aerospace and other high-spec sectors - Memorence AI will showcase the instant learning capabilities of Operagents in operational guidance and quality assurance applications. The company will also demonstrate its multimodal visual-and-text knowledge base solutions, enabling enterprises to continuously update professional knowledge and workflow procedures directly on-site.Hsiao noted that Taiwan's government has significantly increased support for startups in recent years, providing strong momentum for industry-wide development. He expressed deep appreciation for TTA's long-term assistance, particularly the opportunity to join the CES delegation, which has not only boosted Memorence AI's global visibility but also strengthened its confidence in expanding its international presence. Moving forward, Memorence AI will continue to advance AI and instant learning technologies, expand into additional modalities and interactive capabilities, and support global partners as they embrace a new era of human-machine collaboration and robotics-driven applications.Operagents offers operational guidance and adapts via instant learning with human oversight.Credit: TTA

The global medical imaging market continues to grow steadily. Driven by an aging population, the rising prevalence of chronic diseases, and the acceleration of healthcare digitalization, the market has surpassed USD 60 billion and is expected to maintain a 4 - 6% compound annual growth rate (CAGR) in the coming years. The rapid adoption of AI and 3D imaging technologies is further fueling demand for advanced imaging equipment and integrated medical imaging solutions.Amid these industry trends, Cypress Technology which is a company with 35 years of expertise in professional audiovisual R&D and design, has successfully expanded into the medical imaging sector. By leveraging its long-standing expertise in image processing, Cypress brings advanced imaging technologies into clinical environments and has become a trusted partner for healthcare institutions in Taiwan and overseas seeking to build smart, integrated imaging infrastructures.35 Years of Image Processing Expertise Powering Comprehensive Medical Imaging IntegrationMedical imaging, including endoscopy, ultrasound, CT scans, and surgical imaging, forms the foundation of modern diagnosis and treatment. Cypress Technology has successfully translated its 35 years of image processing expertise into medical imaging integration, with solutions now widely deployed in hybrid operating rooms, telemedicine, medical image recording, hospital resource management centers, naked-eye 3D visualization, and specialized medical resolution processing.Cypress solutions enable real-time, stable, and high-quality image transmission and integration across diverse medical devices, significantly improving clinical workflows and operational efficiency.Core Technologies: Zero Latency, High Fidelity, and Support for Specialized Medical ResolutionsPrecision and efficiency are critical in medical imaging applications. Cypress delivers zero-latency image transmission, high-fidelity image reproduction, and support for a wide range of specialized medical resolutions, all of which are core capabilities refined through 35 years of R&D experience. These technologies form the essential foundation of Cypress’ medical imaging integration solutions.Cultivating an Imaging Ecosystem to Build an End-to-End Medical Imaging EcosystemTo support healthcare institutions in rapidly deploying comprehensive smart imaging infrastructures, Cypress actively promotes a medical imaging ecosystem strategy. Through close collaboration with ecosystem partners including AVer medical cameras, Avalue medical computing platforms, Karl Storz endoscopy systems and its Taiwan distributor Scutum Technology, Pentax endoscopy systems and its Taiwan distributor YM Medical Instruments, Sony medical displays, and AUO Display Plus for intelligent healthcare solutions. Cypress delivers an end-to-end ecosystem covering image acquisition, processing, and visualization. This ecosystem approach enhances device compatibility, accelerates clinical adoption, and extends applications beyond human healthcare to meet the growing demands of the veterinary market.The Rise of AI and 3D Imaging: Cypress Advances New Medical Applications with AI-Enabled HardwareAI represents one of the fastest-growing segments in medical imaging, with market forecasts projecting CAGR exceeding 20%. Deep-learning-based image analysis, imaging-based screening, 3D visualization, and advanced image preprocessing have become key investment priorities for healthcare providers.In response, Cypress has expanded beyond audiovisual transmission to introduce image processing hardware with built-in AI computing capabilities, supporting real-time 3D image processing and visualization, as well as AI-assisted deep learning for medical imaging. By integrating AI with advanced imaging technologies, Cypress empowers healthcare professionals with faster, more accurate, and real-time insights which significantly enhancing clinical efficiency and decision-making.Based in Taiwan, Expanding Globally: Strong Momentum in Medical Imaging IntegrationIn recent years, Cypress Technology has worked closely with system integrators to successfully deploy medical imaging integration solutions in numerous major hospitals across Taiwan, earning a strong reputation in the local market. Meanwhile, Cypress has established partnerships with leading global endoscopy brands and medical system providers, delivering customized imaging solutions that highlight Taiwan’s image processing expertise on the international healthcare stage.New medical recorder and video matrix with KVM management. Credit: Cypress Technology

Artificial intelligence (AI) is changing how digital gaming platforms operate, enhancing user experiences and improving security. By using AI, these platforms offer personalized interactions and advanced fraud detection. This transformation is significant in the context of online gambling in Texas.Digital gaming platforms have experienced growth, with technology significantly influencing user experiences. As artificial intelligence continues to advance, its integration into these platforms is redefining user interaction and engagement. AI's impact is particularly evident in enhancing personalization and security measures. In this context, online gambling in Texas benefits from AI advancements that cater to personalized user experiences while ensuring a secure environment for players.AI algorithms enhance personalized gamingAI algorithms are crucial in analyzing user behavior to deliver personalized gaming experiences. By examining how users interact with games, AI systems can tailor content that aligns with individual preferences. This approach enhances engagement and fosters a deeper connection between players and digital platforms. Personalized recommendations ensure that users encounter games that resonate with their interests, leading to increased satisfaction.The ability of AI to curate gaming experiences is transformative for user retention. Players are more likely to return to a platform where they feel understood and valued. As a result, digital gaming companies are investing in AI technologies to harness this potential. By focusing on what players enjoy most, these platforms can create dynamic environments that adapt and evolve alongside user preferences, setting new standards for engagement in the industry.Fraud detection technologies powered by AISecurity is a top priority for digital gaming platforms, and AI plays a crucial role in safeguarding users against fraudulent activities. AI-driven systems can detect anomalies in behavior patterns that may indicate fraudulent transactions or unauthorized access attempts. This capability is vital for maintaining trust among users who demand secure environments when engaging with online platforms.The application of AI in fraud detection extends beyond simple identification; it actively prevents fraudulent activities before they can impact users. Real-time monitoring and rapid response capabilities allow platforms to address threats swiftly, reinforcing user confidence. By continuously learning from new threats, AI systems evolve to offer robust security measures that protect both the platform and its users from emerging cyber risks.Customer service improvements using AI assistantsAI's role extends into customer service through the implementation of chatbots and virtual assistants that provide immediate support. These systems are designed to handle user inquiries efficiently around the clock, offering solutions without human intervention. For many users, this means quick resolutions to common issues without waiting for human agents.The efficiency of AI-powered customer service lies in its ability to learn from interactions and improve over time. As these systems gather data from user interactions, they become more adept at understanding complex queries and providing accurate responses. This evolution enhances the overall customer experience by delivering timely assistance and freeing up human resources for more intricate tasks.