San Francisco, California, November 21st, 2023 – Hyper Oracle, a leading blockchain technology firm, has introduced a groundbreaking approach called Optimistic Machine Learning (opML), revolutionizing the way artificial intelligence (AI) and machine learning (ML) operate on the Ethereum blockchain. This open-source implementation provides a flexible and efficient solution for running large ML models on the Ethereum network.
The integration of AI and ML onchain presents significant advantages, making smart contracts more intelligent and unlocking new possibilities. By operating onchain, ML models can benefit from transparency, decentralization, fairness, and onchain validity. However, current implementations face challenges related to cost, security, and performance when verifying computation validity.
This is where opML comes into play, offering a game-changing solution. Unlike zkML, which uses zk proofs and limits performance due to memory usage and other constraints, opML leverages an optimistic verification mechanism. This allows opML to deliver enhanced performance and flexibility, making it capable of running various ML models, including large ones like GPT 3.5, on the Ethereum mainnet.
One of the key advantages of opML is its low cost and high efficiency. It does not require extensive resources for proof generation, enabling the running of large language models on standard laptops without the need for GPUs. This breakthrough paves the way for efficient, scalable, and decentralized onchain AI and ML systems while maintaining high standards of transparency and security.
In addition to model inference, opML also supports the fine-tuning and training processes, making it a versatile solution for a wide range of ML tasks. Hyper Oracle’s vision is to empower developers with richer data sources and enhanced computing capabilities, enabling the development of a new wave of decentralized applications (dApps).
Hyper Oracle’s opML framework has gained substantial recognition and support from prominent players in the blockchain industry, including the Ethereum Foundation, Compound, and Uniswap. Their commitment to innovation and addressing the limitations of existing solutions has positioned Hyper Oracle as a trusted leader in the field.
To learn more about Hyper Oracle’s opML and explore the possibilities it offers, visit their official website. Stay connected with Hyper Oracle by joining their Discord and following them on Twitter and GitHub.
What is opML?
opML, or Optimistic Machine Learning, is an innovative approach developed by Hyper Oracle that allows large machine learning models to run efficiently and flexibly on the Ethereum blockchain. It provides enhanced performance and low-cost computation, making onchain AI and ML more accessible.
How does opML differ from zkML?
While both opML and zkML are methods for verifying the validity of machine learning models, they differ in their approach. zkML uses zk proofs, which prioritize security but limit performance due to memory usage and other constraints. On the other hand, opML utilizes an optimistic verification mechanism, enabling higher performance and flexibility.
What are the benefits of onchain AI and ML?
Bringing AI and ML onchain provides advantages such as transparency, decentralization, fairness, and onchain validity. It allows smart contracts to become smarter and enables use cases that were previously thought impossible.
Who supports Hyper Oracle’s opML framework?
Hyper Oracle’s opML framework has gained recognition and support from industry leaders, including the Ethereum Foundation, Compound, and Uniswap. Their collaboration indicates the potential and trust in Hyper Oracle’s innovative solutions.