Security and Privacy

On-Chain Verification Transparency is supported by recording key metadata on the blockchain. Time, type of contribution, and reward scores can be verified publicly, while sensitive training data remains stored off-chain. This way, anyone can confirm that a reward was issued for a real contribution without exposing private information.

Security and Privacy Every layer includes safeguards. Data is encrypted both in transit and at rest. Users have clear controls to view, limit, or revoke how their contributions are used. Smart contracts that manage reward distribution are open to review and subject to audits. A dispute process also exists, so low-quality or misused data can be flagged before it enters the training cycle.