Quick Take
Hyper Oracle’s launch of Optimistic Machine Learning (opML) marks a major stride in blockchain technology, offering the first open-source solution for efficiently running large ML models on Ethereum. This breakthrough combines flexibility, performance, and cost-effectiveness, propelling AI and ML integration into new realms of blockchain applications.
Hyper Oracle’s Optimistic Machine Learning
Hyper Oracle has launched its Optimistic Machine Learning (opML) technology, marking the first open-source implementation of this advanced solution. This initiative is set to revolutionize the way large machine learning (ML) models are run on the Ethereum blockchain, bringing unprecedented flexibility and performance to the table.
Hyper Oracle
Hyper Oracle is known for its innovative approach to programmable zero-knowledge oracles. It has been at the forefront of integrating zero-knowledge proofs (ZKP) with blockchain security and decentralization, offering solutions ranging from indexing to smart contract automation.
Earlier this year, Hyper Oracle received a significant boost with a $3 million pre-seed funding round co-led by Sequoia China and Dao5. This funding was instrumental in advancing the firm’s research and development in ZK oracle and blockchain infrastructures.
opML: A Leap Forward in Onchain AI and ML
The introduction of opML by Hyper Oracle is a significant milestone in the blockchain realm. This technology stands apart with its optimistic verification mechanism, which offers enhanced performance and flexibility compared to zkML (zero-knowledge Machine Learning).
opML’s capability to run large ML models, including those as complex as GPT 3.5, on the mainnet is a testament to its advanced engineering. Its low-cost, high-efficiency model allows it to operate large language models on basic hardware like laptops, without the need for specialized resources such as GPUs.
The Importance of opML in the Blockchain Ecosystem
Hyper Oracle’s opML not only supports the inference of ML models but also extends its versatility to the fine-tuning and training processes. This broad applicability makes it a powerful tool for various ML tasks. The technology’s integration into the blockchain offers several benefits, including enhanced fairness, transparency, decentralization, and the assurance of onchain validity for ML models.
Comparing opML and zkML
While both opML and zkML aim to verify the validity of computations in ML models, they differ significantly in their approach and capabilities. zkML relies on zk proofs, which, despite offering high security through mathematics and cryptography, face limitations in terms of performance. It struggles with constraints like memory usage, quantization, and circuit size limit, rendering it suitable only for smaller models. In contrast, opML’s optimistic approach overcomes these limitations, making it feasible for implementing larger models effectively.
The Road Ahead for Hyper Oracle and Blockchain Technology
With this launch, Hyper Oracle has positioned itself as a pioneer in bridging the gap between advanced AI/ML and blockchain technology. The flexibility and performance enhancements offered by opML mark a new era in onchain AI and machine learning, promising greater scalability, efficiency, and decentralization while maintaining high standards of transparency and security.
Hyper Oracle’s journey, characterized by innovation and strategic funding, showcases its commitment to enhancing blockchain technology’s scalability and utility. As the blockchain industry continues to evolve, Hyper Oracle’s contributions, particularly its latest opML technology, are likely to play a pivotal role in shaping the future landscape of blockchain and AI/ML integration.
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