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Alisa Davidson
Published: October 29, 2024 at 11:28 am Updated: October 29, 2024 at 11:34 am
Edited and fact-checked:
October 29, 2024 at 11:28 am
In Brief
Allora has made Beacon Protocol its key data provider, enabling more efficient AI model training using privacy-first data streams.
Self-improving decentralized AI network, Allora collaborated with the Beacon Protocol, which facilitates the on-chain orchestration of data for AI. As part of the partnership, Beacon Protocol will serve as a key data provider through Allora’s Data Hub, enabling AI models to train more efficiently using privacy-first data streams.
Beacon Protocol offers on-chain controls for private data, making it accessible to AI while ensuring privacy and provenance. This framework is designed to create sustainable data economies for AI applications. It unlocks new data sources for AI and establishes sovereign multi-source data streams that utilize privacy-preserving compute technologies, such as Fully Homomorphic Encryption (FHE) and Zero-Knowledge proofs (ZK). This approach aims to promote the safe and equitable use of private data by AI.
Allora is designed to incorporate various models within an environment that encourages both competition and collaboration. Its incentive structure, combined with its context-awareness, ensures that its inferences are optimized to deliver superior outcomes.
Within the Network Workers hold a crucial position. Inference Workers operate machine learning (ML) models tailored to meet the objectives set for each topic within the network. They generate inferences based on data pertinent to specific subjects, such as predicting future ETH prices or developing anti-cheat systems for on-chain gaming. Additionally, Forecast Workers contribute to improving inference quality by assessing the accuracy of the inferences made by other Workers in the network.
Beacon Protocol To Provide Data For Advancing AI Development
In this partnership, Beacon Protocol will serve as a key data provider, facilitating the usage of Private Data for training the inferences of workers on the Allora Network. The Data Hub will deliver privacy-protected data sourced from decentralized applications (dApps) and decentralized physical infrastructure networks (DePINs), which has previously been inaccessible to AI for training purposes.
Beacon Protocol’s framework will allow AI models on Allora to utilize multi-source datasets while guaranteeing privacy and security and rewarding data providers. Unlike traditional scraped training data, Private Data offers insights that enhance Allora’s network and propel its AI capabilities. The data offered by Beacon Protocol is both encrypted and context-aware, supplying Allora’s Worker nodes with the information needed to make more accurate and reliable inferences. Additionally, data provenance is leveraged to incentivise users, dApps, DePINs, and networks that contribute data.
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About The Author
Alisa, a dedicated journalist at the MPost, specializes in cryptocurrency, zero-knowledge proofs, investments, and the expansive realm of Web3. With a keen eye for emerging trends and technologies, she delivers comprehensive coverage to inform and engage readers in the ever-evolving landscape of digital finance.
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Alisa Davidson
Alisa, a dedicated journalist at the MPost, specializes in cryptocurrency, zero-knowledge proofs, investments, and the expansive realm of Web3. With a keen eye for emerging trends and technologies, she delivers comprehensive coverage to inform and engage readers in the ever-evolving landscape of digital finance.
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