High-Level Technical Architecture

TradeTide’s infrastructure operates across three integrated layers:

• Data Fusion Layer: Aggregates on-chain metrics (via The Graph and Glassnode), market feeds (CoinGecko, Binance WebSocket), and macroeconomic indicators. This data is cleansed using PySpark pipelines and immutably stored on IPFS.

• Intelligence Layer: Processes user intents via fine-tuned NLP models (BERT-based), generates forecasts using ensemble AI (LSTM for short-term, LightGBM for macro trends), and optimizes strategies through reinforcement learning in simulated market environments.

• Execution Layer: Securely deploys trades via smart contracts (Solidity-based, CertiK-audited) and CEX/DEX APIs. Multi-Party Computation (MPC) wallets shard private keys across nodes, requiring 3-of-5 signatures for transactions. Cross-chain interoperability is enabled by LayerZero’s message-passing protocol.

Key innovations include dynamic attention-based data weighting and SHAP-driven explainable AI (XAI), which attributes signal rationales—e.g., "73% bullish bias due to ETF inflow surges."