Definition ∞ Confidential AI inference describes the process of executing artificial intelligence models on encrypted or private data without exposing the underlying information. This technology allows for sensitive data analysis while maintaining data privacy and security. Techniques such as homomorphic encryption or secure multi-party computation are often employed.
Context ∞ Confidential AI inference holds significant promise for integrating AI with blockchain applications, particularly where data privacy is paramount, such as in decentralized finance or healthcare. It addresses concerns about data leakage and unauthorized access during AI processing. The ongoing development focuses on improving the computational efficiency and scalability of these privacy-preserving AI methods.
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