Inspire the future and jointly explore a new chapter —— The sharing session on Crayfish AI Agent joi

Issuing time:2026-03-24 18:00


Intelligent Future

Exploring a New Chapter


To help business alumni seize new opportunities in the development of AI technology and explore the innovative applications and practical value of AI Agents in various fields, NEBULA DATA and Cheung Kong Graduate School of Business recently co-hosted the Crayfish AI Agent Think Tank.


Industry elites gathered to engage in in-depth exchanges on core topics such as OpenClaw technology empowerment, application scenarios, and practical cases, jointly unlocking new technological possibilities for the intelligent era.


First, Sam, Vice President of NEBULA DATA, gave an in-depth explanation of the full-dimensional empowerment value of OpenClaw, outlining its application panorama for the guests from multiple dimensions such as technology implementation, scenario application, problem solving and cost optimization.



Sam pointed out that OpenClaw is becoming an important force in promoting work efficiency and popularizing technical capabilities. Its application in the field of office automation has made breakthrough progress, enabling it to efficiently complete daily repetitive tasks such as PPT creation, schedule planning, and payroll calculation, freeing up manpower from tedious work and greatly improving office efficiency.


Meanwhile, OpenClaw supports the construction of private knowledge bases, enabling intelligent storage, retrieval, and analysis of personal data and industry information, making knowledge management more efficient and personalized.


In terms of technology popularization, OpenClaw promotes the democratization of programming skills. Ordinary users can write code and develop programs through natural language interaction without needing a deep programming background, so that technological innovation is no longer limited by professional barriers.


Sam also objectively analyzed the core issues in the application of OpenClaw, especially pointing out that access control is an important consideration for the current implementation of the technology. Excessive permissions can easily lead to data security and information leakage risks, and a sound security protection system needs to be established through technical optimization and institutional norms.


In creative writing scenarios, OpenClaw demonstrates powerful generation capabilities. Taking online novel creation as an example, this technology can complete a work in less than two hours, significantly shortening the creation cycle. However, such high-computing-power, high-generation-volume applications consume a significant amount of tokens, so users need to carefully manage costs.



Next, our solutions architect Marcus shared a wealth of practical case studies based on the application scenarios of AI agents in the smart manufacturing and healthcare industries.


The presentation detailed the technological advantages of the Gemini model as the cornerstone of AI agent capabilities, highlighting its exceptional inference capabilities, multimodal processing capabilities, and efficient tool invocation capabilities, which provide solid technical support for applications across various industries.

All Gemini models can be accessed with a single click via the Nebula API.


In the field of intelligent manufacturing, the Nano Banana manufacturing intelligent vision solution, built on GenMedia On Vertex AI, has solved the market pain points of hardware homogenization and price competition in the intelligent camera industry. Through AI empowerment, it realizes the transformation from "passive monitoring" to "proactive productivity tool", playing an important role in scenarios such as production safety inspection, automated quality control, and smart retail loss prevention, and promoting the intelligent and refined upgrading of the manufacturing industry.


In the medical and pharmaceutical field, agent-based compliance review solutions for pharmaceutical companies have become an industry benchmark. By leveraging the Gemini Enterprise enterprise-level agent platform, functions such as automated GMP document review, comprehensive analysis of audit data, and intelligent Q&A for GMP knowledge can be achieved. Document error marking can be completed in seconds, significantly shortening the review time and providing a smart and efficient solution for pharmaceutical companies to operate in compliance.



In the final segment of the sharing session, our NEBULA DATA technical team provided installation guidance for the crayfish AI Agent tool to the audience, answering their questions one-on-one regarding tool usage, scenario adaptation, and technical optimization, ensuring that every guest could quickly get started.



The guests engaged in a lively exchange on issues such as the application expansion, technical challenges, and industry adaptation of AI Agents. Alumni shared their industry experience and application ideas, generating many innovative thoughts.


The atmosphere at the event was lively, with participants expressing that the sharing session not only provided them with cutting-edge knowledge and practical methods for AI Agents, but also established a high-quality platform for exchange and cooperation, laying a solid foundation for future technology applications and industry collaborations.



This AI Agent sharing session for crayfish, co-organized with Cheung Kong Graduate School of Business, is a beneficial exploration of the deep integration of technology and business. It not only brought cutting-edge information and practical methods in the field of AI Agents to alumni in the business community, but also built an important bridge for our company to further promote the implementation of AI technology and deepen industry cooperation.


In the future, NEBULA DATA will continue to deepen its research and development of AI Agent technology and its application scenarios, strengthen exchanges and cooperation with universities, business schools and various industries, and constantly explore the combination of technological innovation and commercial application. With better technology and more complete solutions, NEBULA DATA will help various industries achieve digital and intelligent transformation and work hand in hand with partners from all walks of life to usher in a new era of intelligence.



Nebula Data, headquartered in Singapore, has branches in Jakarta, Guangzhou, Shanghai, and Hong Kong. The company independently developed Nebula Lab, a one-stop AI content generation and model aggregation platform, equipped with an enterprise-grade AI Agent, aggregating globally applicable large-scale models and industry-specific vertical models. Simultaneously, it launched the Nebula AIoT hardware ecosystem (including smart interactive terminals, IoT gateways, and other products), forming a full-link intelligent solution from cloud to edge to device. This provides integrated services to customers in e-commerce, manufacturing, retail, and other fields, from cloud computing power support and AI intelligent decision-making to terminal scenario implementation. Furthermore, it offers global AIDC (AI Intelligent Computing Center) + low-latency network services, empowering enterprises to embrace AI, connect to the physical world, and expand their global business through its technological foundation.