About

Welcome to Yotta Labs, where we are pioneering the next frontier of AI computing with our groundbreaking decentralized platform.

Founded by a team of industry and academic experts, Yotta Labs is dedicated to democratizing access to AI resources, making advanced AI development and deployment affordable and accessible to everyone.

The cost of developing state-of-the-art AI models has skyrocketed, with figures reaching upwards of $200 million in recent years. This centralization of AI development poses significant risks, including limited access to resources and increased inequality. Yotta Labs addresses these challenges by revamping AI software stack with decentralized technologies to connect GPU clusters and consumer GPUs worldwide, providing a robust and cost-effective alternative to traditional centralized AI infrastructures.

Limitation of Existing Solutions

While there are several DePIN projects, aiming to build decentralized GPUs platforms, they often reuse existing open-sourced AI software stack, which is not optimized for the geo-distributed GPUs, not mention that the available GPUs have wide range of types and computation powers (a.k.a heterogeneity). Some projects aim to support AI workload (e.g. training, fine-tuning, and inference) using blockchain native approach. But the inherit limitation of the architecture and lack of throughput-oriented optimization in the software easily lead to far from idea performance for real-world use case.

Our Approach

At Yotta Labs, we believe that merely connecting GPUs into a network isn't enough to achieve the transformative potential of decentralized AI. The key to unlocking this potential lies in a meticulously designed and highly optimized software framework that efficiently manages these decentralized GPUs. In an era where software drives innovation, it's essential to ensure that our software infrastructure is as advanced and efficient as possible.

For AI and blockchain to create impactful real-world applications, high performance is crucial to encourage widespread adoption. Therefore, we are committed to a software-focused approach, revamping the AI software stack by integrating the best existing AI tools with cutting-edge decentralized technology. Our goal is to design and build the Yotta Protocol, a decentralized AI computing OS that manages a diverse array of geo-distributed GPUs. This protocol is engineered to deliver performance on par with centralized solutions by extracting parallelism within AI workloads and optimizing the partitioning and mapping of tasks across available GPUs. This allows us to fully utilize the power of multiple commodity GPUs to achieve the performance levels of high-end GPUs.

In essence, our decentralized AI computing OS offers three key competitive advantages:

• High-performance framework: Delivering unprecedented throughput on geo-distributed GPUs.

• Broad compatibility: Enabling AI training and inference on a wide spectrum of commodity GPUs with limited RAM.

• Customizability: Offering built-in support and optimization for major LLMs while being highly customizable for new models.

Yotta Labs seeks to merge cutting-edge AI software with blockchain technology to develop the Yotta Protocol, a DeOS for AI computing at planet scale. This innovation allows us to effectively harness underutilized global computing power, resulting in a seamless, secure, and scalable AI infrastructure.