Cryptographic Security Framework
Privacy-Preserving Generation
Zero-Knowledge Style Transfer
Users can train private AI models without exposing source data
zk-STARK proofs verify model uniqueness
Differential Privacy
Federated learning with Ξ΅=0.5 privacy budget
On-chain noise injection for public datasets
Anti-Gaming Mechanisms
Creation Consensus
51% of oracle nodes must confirm asset originality
Plagiarism detection via neural hash comparison
Economic Safeguards
Generation fee anti-spam:
Base fee: 0.1 $HAND
Dynamic adjustment based on:
Network congestion
Asset complexity
Creator reputation
Last updated