PANDORA (Probabilistic Analysis of Noisy Data for Optimal Risk Assessment) is a hybrid AI system for cryptocurrency price prediction. It combines GPT-like autoregressive models for short-term predictions (1-5 minutes) and Diffusion models to generate probabilistic medium-term scenarios (10-60 minutes).

Features: real-time data collection from exchanges, anomaly detection, technical indicator calculation, backtesting with walk-forward validation, risk-adjusted metrics (Sharpe Ratio, Max Drawdown). Interactive Streamlit dashboard to visualize predictions, performance and model A/B testing. Stack: Python, PyTorch, Streamlit, CCXT.