Trustless evaluation refers to the process of verifying information or computations without relying on any central authority or trusted third party. This is achieved through cryptographic proofs and decentralized consensus mechanisms. It allows participants to confirm the accuracy of data independently. Trustless evaluation is a foundational principle of blockchain and decentralized systems.
Context
Trustless evaluation is a central goal for many decentralized applications and blockchain protocols, aiming to minimize reliance on intermediaries and enhance security. Discussions often address the computational costs and complexity associated with achieving full trustlessness, particularly for extensive computations. Future developments will likely involve advancements in zero-knowledge proofs and other verifiable computation techniques to make trustless evaluation more efficient and widespread.
PolyLink introduces a blockchain-based platform enabling verifiable large language model inference at the edge, addressing centralization and ensuring computational integrity without substantial overhead.
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