Architecture for a crypto trading and investment AI large model. ┌─────────────────────────────────────────────┐ │ DATA LAYER │ │-------------------------------------------│ │ • On-chain Data (Blockchain explorers) │ │ • Market Data (Exchanges, price feeds) │ │ • Social/News Data (API, web scraping) │ │ • Order Book / Liquidity data │ └─────────────────────────────────────────────┘ | v ┌─────────────────────────────────────────────┐ │ DATA PROCESSING LAYER │ │-------------------------------------------│ │ • Data ingestion & cleaning │ │ • Feature extraction (time series, NLP, │ │ on-chain metrics, etc.) │ │ • Sentiment analysis (LLM-based) │ │ • On-chain analytics (whale tracking, │ │ wallet labeling) │ └─────────────────────────────────────────────┘ | v ┌─────────────────────────────────────────────┐ │ AI / MODELING LAYER │ │-------------------------------------------│ │ • LLM-based modules for text & sentiment │ │ • Price forecasting (ML/DL time series) │ │ • Trend & momentum detection │ │ • Risk scoring & anomaly detection │ └─────────────────────────────────────────────┘ | v ┌─────────────────────────────────────────────┐ │ DECISION & STRATEGY ENGINE │ │-------------------------------------------│ │ • Portfolio allocation & rebalancing │ │ • Trading strategy generator (e.g., │ │ arbitrage, market making, etc.) │ │ • Risk management & position sizing │ │ • Recommendation system │ └─────────────────────────────────────────────┘ | v ┌─────────────────────────────────────────────┐ │ EXECUTION & DEPLOYMENT LAYER │ │-------------------------------------------│ │ • Integration with CEX & DEX APIs │ │ • Automated trading bots │ │ • Compliance checks & logging │ │ • Smart contract interaction (if needed) │ └─────────────────────────────────────────────┘ | v ┌─────────────────────────────────────────────┐ │ FRONT-END & FEEDBACK LOOP │ │-------------------------------------------│ │ • Web/desktop UI or chatbot interface │ │ • Visualization (dashboards, charts) │ │ • Alerting & notifications │ │ • User feedback for model improvement │ └─────────────────────────────────────────────┘