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 ε=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