The trust crisis of AI models is a real issue—who can guarantee the authenticity of these black box outputs? Now, a new approach is changing the game. Through zero-knowledge proof protocols, the outputs of any AI model can be cryptographically verified, while the model's secrets remain undisclosed. What does this mean? A shift from blind trust to verifiable certainty. Integrating such verification mechanisms into the blockchain base layer can turn AI transparency from a dream into reality. This has significant implications for the future of trusted computing in the entire Web3 ecosystem.