Privatized computation services

Utility network will also explore the possibility of a privatized computing service. Such a service will allow enterprises and individuals to utilize the computing resources provided by Utility network while safeguarding the security and privacy of data. Through the privatized computation service, users can perform computation tasks in their own dedi- cated environment while avoiding data leakage and unauthorized access. At the same time, Utility net- work will provide comprehensive technical support and management tools to help users easily realize the deployment and operation and maintenance of privatized computation services.

Utility’s Private Computing Service provides users with a more secure and efficient solution for computing resources. With privatized computation service, users can achieve large model deployment, private large-model deployment, high performance custom scaling, model fine-tuning and solve sensi- tive data problems under the premise of data secu- rity.

High-performance customized scaling

Private computation services allow users to flex- ibly adjust computing resources according to their needs, thus achieving optimization of high- performance computation. Users can quickly scale up or down computing resources according to task size and complexity to ensure a balance of compu- tational efficiency and cost.

Large-model deployment and private large-model deployment

Utility network supports users to deploy large AI models in a private environment, ensuring that data is secure and not leaked to centralized cloud ser- vices. This means that users can run and manage AI models independently in their own computing environments to meet the computing needs of spe- cific scenarios.

Model fine-tuning

The Private Computing Service supports fine- tuning of deployed AI models to improve their performance in specific tasks and scenarios. Users can tune their models for higher accuracy and performance based on their own datasets and require- ments.

Resolving sensitive data issues

Utility network’s privatized computation service offers significant advantages when dealing with sensitive data. Since the data only flows in pri- vate models and inference tasks, users do not need to worry about data leakage to third parties, thus ensuring data privacy and security.

Overall, Utility network’s private computing services provide users with a solution that is both secure and efficient in terms of computing re- sources. With the four aforementioned components of high-performance custom scaling, large model deployment, model fine-tuning, and solving sensi- tive data problems, Utility network can also provide users with a powerful and flexible way to manage computing resources.

Looking towards to future, the development of Utility network will focus on the following areas: supporting more types of heterogeneous chips to expand the scope of Utility network’s applicability;exploring privatized computation services to pro- vide more secure and reliable computing resources; continuously optimizing network performance and availability to provide users with more efficient ser- vices; deeply researching and applying blockchain technology to promote the combination and inno- vation of Utility network with other fields. Utility network will continue to uphold the spirit of innova- tion, providing users with quality services, promot- ing the development and application of blockchain technology.