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Original author: Advait (Leo) Jayant Compilation: LlamaC "Recommended message: Fully Homomorphic Encryption (FHE) is often hailed as the holy grail of cryptography. This article explores the prospects of FHE in the field of artificial intelligence, pointing out the current limitations. It also lists some projects dedicated to using fully homomorphic encryption (FHE) in the field of encryption for AI applications. For Crypto enthusiasts, this article provides an in-depth understanding of Fully Homomorphic Encryption. Enjoy!" Main text👇 A wants highly personalized recommendations on Netflix and Amazon. B doesn't want Netflix or Amazon to know their preferences. In today's digital age, we enjoy Amazon and Netflix.

Written by: Davide

AI + web3, worth looking forward to?

Fully homomorphic encryption ( FHE ), zk-SNARKs ( ZK ), and MPC ( are three important encryption technologies used for data privacy protection, verifying information without disclosing specific content, and secure computation. In different application scenarios, these technologies each have their advantages but also face challenges such as implementation difficulty and computational efficiency.

The Intersection of AI and DePIN: The Rise of Decentralized GPU Networks Since 2023, AI and DePIN have become hot trends in the Web3 space, with market values reaching $30 billion and $23 billion respectively. This article focuses on the intersection of the two, exploring the development of related protocols. In the AI technology stack, the DePIN network provides practicality for AI through computational resources. The development of large tech companies has led to a shortage of GPUs, making it difficult for other developers to obtain enough GPUs for computation. This often forces developers to choose centralized cloud providers, but due to the need to sign inflexible long-term high-performance hardware contracts, it results in inefficiency. DePIN essentially provides a more flexible and cost-effective alternative by incentivizing resource contributions through token rewards. In the AI field, DePIN crowdsources GPU resources from individual owners to data centers, providing access to hardware for those in need.