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 Vendors
Memorence.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 Expansion
With 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
