# 🧠 AI Trade Prediction Engine

QuBitDEX's trade prediction engine is built using **few-shot learning** and a **hybrid modeling architecture** that combines PDEs (partial differential equations) with neural networks.

The engine extracts predictive signals from various data sources, including:

* **On-chain behavior** (e.g., large transfers, position shifts, DeFi liquidity changes)
* **Social media content** (e.g., Twitter activity, sentiment analysis)
* **Historical price and execution data** (e.g., trends, volatility, order density)

It generates real-time probability estimates for market movements, such as:

> “There is a 72% probability that ETH will break downward within the next 15 minutes.”

These predictions are not auto-executed — they serve as **actionable insights** that users or strategies can reference.
