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.@JoinSapien isn’t just crowdsourcing AI training, it’s scaling trust.
The Data Trust Loop forms a closed system:
matching → staking → peer review → reputation.
Every action feeds back into quality.
Key highlights:
- Peer Review QC: Top users validate work, turning reputation into governance.
- Staking & Slashing: Accountability is enforced through collateral.
- Reputation = Access: Earn more by proving quality—no shortcuts.
This decentralized architecture replaces central QA with incentivized integrity, ensuring AI is trained on peer-reviewed, stake-backed, reputation-validated data.
That’s Proof of Quality.

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