Stoked to share something we’ve been building quietly for a while: Proof of Quality. A protocol designed to answer two hard questions at the core of AI training: 1. Where did this data come from? 2. Can it be trusted? Onchain systems taught us how to use incentives and disincentives to organize capital. Proof of Quality takes those learnings and applies them to knowledge.
Sapien
Sapien26.7.2025
Proof of Quality: Sapien Protocol Tokenomics and Incentive Design for Verifiable Human Training Data
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