With the rapid development of artificial intelligence (AI) technology, traditional AI models are mostly controlled by a few large technology companies. The closed algorithm and data ecology have problems such as data privacy risks, insufficient transparency, and centralized control. As Forbes pointed out in its article "Decentralized AI: Stepping Out of the 'walled garden' of tech giants," ordinary users have no way of knowing the data benefits and motivations behind it, nor can they profit from it