Introduction

In the current context, along with the remarkable development of AI, GPUs are becoming an increasingly important part of the global technology market. The surge in demand for high-performance GPUs has led to an apparent scarcity in supply, directly impacting their prices and availability. This creates procurement challenges even for companies with large financial resources. It can therefore be seen that although growth in areas such as AI and IoT remains strong, these industries may encounter obstacles in the future if this issue is not addressed.

Modern machine learning models frequently leverage parallel and distributed computing. To optimize performance or scale to larger data sets and models, it is important to harness the power of multiple cores or span multiple systems. Training and inference are not just simple tasks running on a single device, but often involve a network of GPUs working in unison. Unfortunately, such systems are currently difficult and expensive, with long wait times or unavailability.

Kaisar offers a groundbreaking, highly tailored solution to this complex global problem. Our network intelligently aggregates and redistributes new and idle GPUs from enterprises, data centers, cryptocurrency mining operations, and single vendors. This emerging approach, called Decentralized Physical Infrastructure Network (DePIN), is poised to disrupt traditional business practices.

Essentially, Kaisar optimizes GPU usage for compute-intensive domains and applications such as Artificial Intelligence (AI), Machine Learning (ML), and several others. This is achieved through the following two-pronged approach:

• Resource pooling: Owners can contribute their idle or underutilized GPUs to Kaisar Network, forming a powerful computing resource pool. This allows Kaisar to distribute GPUs globally at a significantly reduced cost while providing users with more advanced computing power and higher availability.

• Decentralized ownership: Kaisar's model overcomes the limitations of traditional centralized ownership structures by allowing for distributed resource ownership. This promotes a more open and fair technology environment, removes previous barriers faced by new users, opens up new business opportunities, and makes significant contributions to the global digital technology ecosystem.

Kaisar provides access to hundreds of thousands of GPUs from a variety of sources, including independent data centers, single vendors, large GPU manufacturers, and rendering farms. This decentralized physical infrastructure network protocol allows for easy comparison, selection, and use within seconds. Kaisar is ideal for consolidating geographically dispersed resources to tackle large-scale AI workloads, reducing global dependence on incumbent cloud leaders.

Fundamentally, Kaisar is a leading representative in building a groundbreaking new cloud computing and computing resource allocation model. With core tenets of decentralized ownership, cross-cluster collaboration, and scalable regional deployment, Kaisar is paving the way for a new wave of economic and technological advancement while actively contributing to shaping a more connected and efficient global GPU cloud economy.