Technical Architecture
Last updated
Last updated
Ruvi is built with a modular and scalable architecture that fuses state-of-the-art AI infrastructure with decentralized technologies. This hybrid approach enables a fast, flexible, and community-driven platform while maintaining high standards for performance, security, and data integrity.
Ruvi leverages a multi-model AI stack that integrates various specialized systems for different media types:
Text Generation: Powered by transformer-based language models (e.g., GPT variants), fine-tuned for tone, structure, and prompt responsiveness.
Image Generation: Uses diffusion-based models for prompt-to-image synthesis, style transfer, and concept visualization.
Video Generation: Combines pretrained generative video models with Ruvi’s script-driven sequencing engine to produce short-form videos.
Audio/Sound: Employs text-to-speech, speech synthesis, and music generation models to enable lifelike voiceovers and soundscapes.
All models are optimized for real-time or near real-time generation, with scalable backend infrastructure hosted on GPU clusters.
Ruvi incorporates user-in-the-loop learning, where user feedback, annotations, and prompt performance are used to improve model performance over time.
RLHF (Reinforcement Learning from Human Feedback) for text tools
Labeling queues for image and audio training datasets
Prompt success tracking to refine prompt-engineering heuristics
User contributions are tokenized and logged on-chain to ensure transparency and fair reward distribution.
Ruvi is available as:
A web platform (desktop-first but mobile responsive)
A native mobile app for iOS and Android, with:
Wallet integration for $RUVI balance, staking, and rewards
AI access optimized for mobile (voice input, camera-based prompts, etc.)
Push notifications for rewards, voting, and updates
All user data and interactions are synced across devices using a secure cloud backend.
Ruvi is built on an EVM-compatible blockchain (e.g., Ethereum or Layer 2 like Arbitrum or Polygon) to enable fast, secure, and low-cost transactions.
Key Web3 integrations include:
$RUVI Token Smart Contract: ERC-20 token with staking, vesting, and governance modules.
Wallet Support: MetaMask, WalletConnect, and integrated in-app wallet.
Decentralized Identity (DID) (future feature): To allow reputation-based voting and contribution tracking.
On-Chain Governance Module: Voting, proposal creation, and treasury management.
All critical interactions (staking, voting, rewards) are recorded on-chain, while AI data and content remain off-chain for performance and privacy.
End-to-end encryption of user inputs and generated outputs
Secure token vaults for user wallets and staking contracts
Periodic third-party audits for smart contracts and platform infrastructure
User-controlled data: No data is sold or used without opt-in for training purposes
