[Privasea AI Network DeepSea beta version released, can FHE become the data privacy choice in the post-quantum era?]
With the popularity of traditional AI algorithms and the rapid development of generative AI, the demand for training data has surged. However, a large amount of user privacy data is used without processing or protection, which may lead to information leakage. Meanwhile, the improvement in computing power allows data privacy technologies such as TEE, MPC, and FHE to gradually be implemented in AI-driven infrastructure. Among them, Privasea, as a pioneer, released the AI network DeepSea beta version on January 6, designing an end-to-end system where users can upload data to its secure storage network. The encrypted data is sent to verified secure nodes for different model computations, and the results are decrypted and used by authorized parties, ensuring data privacy throughout the process.
Content link: https://research.web3caff.com/zh/archives/25929
[Web3Caff Research Issue 93 Financing Weekly Review: Under the complex global regulatory environment, what are the odds for RWA stablecoin protocol Usual? Decentralized GPU network Inferix advances into the decentralized computing power race. Can the liquid staking protocol Haedal accelerate the DeFi development process of the Sui ecosystem?]
Web3Caff Research will carefully select and interpret nearly 7 days of publicly disclosed Web3 financing projects for you every week, providing a brief overview of this issue's hardcore commentary (over 6500 words).
Content link: https://research.web3caff.com/zh/archives/25920
[Blockchain Data Protection and Privacy Compliance: In-depth discussion on GDPR & HIPAA]
In recent years, financial regulatory agencies around the world have continuously released and updated relevant regulatory frameworks, gaining widespread attention from the media and the public. This article explores the impact of privacy and data protection regulatory frameworks on the management of personal and health data using blockchain technology, for a quick read.
Content link: https://web3caff.com/zh/archives/115572
[The Soul of AI Agent: Crypto Contracts]
With the rapid development of artificial intelligence and blockchain technology, AI Agents are gradually becoming a hot segment in the crypto field. These autonomous entities developed based on AI technology can simulate human cognition and decision-making processes, demonstrating high intelligence and adaptability in analysis and action. This article discusses this for you.
Content link: https://web3caff.com/zh/archives/115605
[Reflection on the '1800BTC Incident': What is the 'false TVL' in the Bitcoin ecosystem?]
Technically speaking, UTXO cannot be approved for use multiple times, even with hash time locks, as it can only be locked once. Therefore, the same UTXO cannot be counted as TVL for multiple projects, meaning it can only be counted once at the same time. This article discusses this for you.
Content link: https://web3caff.com/zh/archives/115613
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