- AI risk management vs manual controls - never mix approaches
- Balance calculation rules using official Drift SDK methods
- Timeframe handling best practices for TradingView integration
- System integration debugging patterns and data flow validation
- Analysis timer implementation with database persistence
- Comprehensive testing and validation patterns for complex systems
- Trading integration validation against actual platform values
- AI analysis output validation for realistic trading parameters
Based on hard-learned lessons from debugging automation system issues.
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