PowerTraderAI

PowerTraderAI+ Risk Management Framework

Financial Risk Controls

Portfolio Risk Limits

Account Level:
  max_daily_loss: 2.0%           # Maximum daily portfolio loss
  max_weekly_loss: 5.0%          # Maximum weekly portfolio loss
  max_monthly_loss: 10.0%        # Maximum monthly portfolio loss
  max_annual_loss: 20.0%         # Maximum annual portfolio loss

Position Level:
  max_position_size: 10.0%       # Maximum single position size
  max_sector_exposure: 25.0%     # Maximum exposure to single sector
  max_correlation_exposure: 15.0% # Maximum correlated positions

Strategy Level:
  max_strategy_allocation: 30.0% # Maximum capital per strategy
  min_strategy_performance: -5.0% # Strategy deactivation threshold
  max_consecutive_losses: 5      # Auto-disable after N losses

Real-time Monitoring Thresholds

RISK_ALERTS = {
    'portfolio_drawdown': {
        'warning': 0.03,    # 3% drawdown warning
        'critical': 0.05,   # 5% drawdown critical alert
        'emergency': 0.08   # 8% emergency stop
    },
    'volatility': {
        'warning': 0.25,    # 25% daily volatility warning
        'critical': 0.40,   # 40% critical alert
        'emergency': 0.60   # 60% emergency stop
    },
    'leverage': {
        'warning': 1.5,     # 1.5x leverage warning
        'critical': 2.0,    # 2x leverage critical
        'emergency': 2.5    # 2.5x emergency stop
    }
}

Operational Risk Management

System Availability Requirements

API Risk Mitigation

Exchange APIs:
  primary: KuCoin
  backup: Binance, Coinbase Pro
  rate_limit_buffer: 20%         # Stay 20% below rate limits
  timeout_settings: 10s          # API call timeout
  retry_policy: exponential_backoff

Broker APIs:
  primary: Robinhood
  backup: Alpaca, Interactive Brokers
  order_timeout: 30s
  confirmation_required: true

Emergency Procedures

Level 1: Warning (Automated Response)

Level 2: Critical (Semi-Automated Response)

Level 3: Emergency Stop (Immediate Action)

def emergency_stop_sequence():
    """Execute emergency stop procedures"""
    logger.critical("EMERGENCY STOP ACTIVATED")

    # 1. Stop all new orders
    trading_engine.halt_all_strategies()

    # 2. Cancel pending orders
    trading_engine.cancel_all_pending_orders()

    # 3. Close positions (market orders)
    trading_engine.close_all_positions(order_type='market')

    # 4. Disconnect APIs
    api_manager.disconnect_all()

    # 5. Preserve system state
    system_state.save_emergency_snapshot()

    # 6. Send notifications
    notification_service.send_emergency_alert()

Market Risk Controls

Position Sizing Algorithm

def calculate_position_size(account_value, risk_per_trade=0.01):
    """
    Calculate position size based on Kelly Criterion and risk limits

    Args:
        account_value: Current portfolio value
        risk_per_trade: Risk per trade (default 1%)

    Returns:
        Maximum position size in dollars
    """
    max_risk_amount = account_value * risk_per_trade

    # Apply additional constraints
    max_position = account_value * 0.10  # Max 10% per position
    daily_loss_budget = account_value * 0.02  # Max 2% daily loss

    return min(max_risk_amount, max_position, daily_loss_budget)

Correlation Monitoring

Volatility Adjustment

VOLATILITY_ADJUSTMENTS = {
    'low': (0, 0.15),      # 0-15% volatility: Normal sizing
    'medium': (0.15, 0.25), # 15-25% volatility: Reduce by 25%
    'high': (0.25, 0.40),  # 25-40% volatility: Reduce by 50%
    'extreme': (0.40, 1.0) # >40% volatility: Halt trading
}

Data & Infrastructure Risk

Data Quality Monitoring

Market Data:
  latency_threshold: 500ms       # Maximum acceptable data delay
  missing_data_threshold: 1%     # Maximum missing data points
  price_spike_detection: 10%     # Flag price moves >10% as potential errors

Data Validation:
  price_range_check: true        # Validate prices within expected ranges
  volume_sanity_check: true      # Validate volume data
  timestamp_validation: true     # Ensure data timestamps are current

Backup and Recovery

Security Risk Management

Authentication:
  multi_factor_required: true
  session_timeout: 30min
  failed_login_lockout: 5_attempts

API Security:
  api_key_rotation: quarterly
  encryption_in_transit: TLS_1.3
  encryption_at_rest: AES_256

Access Control:
  principle_of_least_privilege: true
  role_based_access: true
  audit_logging: comprehensive

Compliance & Regulatory Risk

Trading Rules Compliance

Record Keeping Requirements

Required Records:
  trade_confirmations: 7_years
  account_statements: 7_years
  order_records: 3_years
  system_logs: 7_years
  performance_reports: 7_years

Audit Trail:
  decision_rationale: required
  timestamp_precision: millisecond
  user_identification: required
  system_version_tracking: required

Risk Monitoring Dashboard

Real-time Metrics

Alert Thresholds

ALERT_CONFIG = {
    'email': {
        'portfolio_loss_5pct': 'immediate',
        'system_downtime': 'immediate',
        'api_errors': 'hourly_digest'
    },
    'sms': {
        'portfolio_loss_3pct': 'immediate',
        'emergency_stop': 'immediate'
    },
    'slack': {
        'daily_summary': 'end_of_day',
        'strategy_alerts': 'real_time'
    }
}

Weekly Risk Review Checklist