behemoth-cli/dist/commands/definitions/ai.js

🌍 BEHEMOTH CLIv3.760.4 - Level 50+ POST-SINGULARITY Intelligence Trading AI

export const aiCommand = {
    command: 'ai',
    description: 'Deploy AI/ML prediction models for advanced market forecasting',
    handler: ({ addMessage }) => {
        addMessage({
            role: 'system',
            content: `🧠 BEHEMOTH AI/ML PREDICTION ENGINE ACTIVATED

Deploy cutting-edge artificial intelligence and machine learning models for market forecasting:

🤖 **AI/ML Analysis Types:**
• \`/ai [SYMBOL]\` - Full AI/ML prediction suite
• \`/ai BTCUSDT lstm\` - LSTM neural network price forecasting
• \`/ai ETHUSDT cnn\` - Convolutional neural network pattern recognition
• \`/ai ADAUSDT ensemble\` - Ensemble model predictions
• \`/ai SOLUSDT transformer\` - Transformer-based multi-asset prediction

🧮 **Neural Network Models:**
- **LSTM Forecaster**: Short-term (5-60 min) price trajectory with confidence intervals
- **Transformer Models**: Cross-asset price impact and next-day directional bias
- **CNN Pattern Recognition**: Detects candlestick formations and chart patterns in real-time
- **Reinforcement Learning**: Adaptive trading strategy optimization
- **Meta-Learning**: Dynamically selects best model per asset based on recent performance

📊 **Prediction Outputs:**
- **Price Trajectories**: Probabilistic price paths with confidence bands
- **Direction Probability**: Buy/sell/hold probabilities with conviction scores
- **Pattern Detection**: Automated identification of bullish/bearish formations
- **Volatility Forecasts**: Expected price range and volatility predictions
- **Risk Metrics**: Model uncertainty and prediction reliability scores

⚡ **Advanced Features:**
- **Real-time Learning**: Models adapt to changing market conditions
- **Multi-timeframe**: Predictions across 5M, 15M, 1H, 4H, 1D timeframes
- **Cross-validation**: Ensemble voting for improved accuracy
- **Feature Engineering**: 50+ technical indicators as model inputs
- **Regime Detection**: Identifies bull/bear market transitions

🎯 **Model Performance:**
- **Accuracy Tracking**: Continuous validation against actual prices
- **Confidence Scoring**: Each prediction includes reliability metrics
- **Backtesting Results**: Historical performance across different market conditions
- **Model Comparison**: Best performing model selection for each symbol

🔬 **Machine Learning Pipeline:**
- Feature extraction from price/volume/sentiment data
- Model training with walk-forward validation
- Real-time inference with sub-second latency
- Continuous model retraining and optimization

The AI/ML system leverages state-of-the-art deep learning to predict market movements with unprecedented accuracy.

Example: "Deploy LSTM neural network analysis on BTCUSDT for next 30-minute price trajectory with confidence intervals"`
        });
    }
};
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