🧠AI Optimization
Note: This is the initial release (V1) of the AI Clustering feature. Ongoing development will introduce further refinements and capabilities.
Transform Infinity Algo into a self-improving system that adapts to markets automatically.
Quick Start: Enable AI → Select mode (Static/Walk-Forward) → Choose metric → Let AI optimize
🚀 Quick Setup
Enable AI
Turn ON 🧠 Enable AI Optimization
in settings
Choose Mode
Backtesting? →
Static (Full History)
Live Trading? →
Walk-Forward
Select Signal Type
Choose AI
or AI Sniper
in Signal Mode
That's it! Default settings work for most users.
🎯 How AI Works
1️⃣ Simulate
2️⃣ Evaluate
3️⃣ Apply
Tests 100s-1000s of parameter combinations
Scores each using your metric
Implements best configuration
Walk-Forward: Periodically re-optimizes on a rolling in-sample window and validates out-of-sample, reducing overfitting.
⚙️ Core Settings
Optimization Modes
Walk-Forward
Updates every N bars
Live trading
Static
Optimizes once, locks
Backtesting
📈 Simulation Settings
AI Sim TP% (Testing Only)
Note: These are internal simulation parameters - they do NOT create real orders
What they do:
Help AI evaluate strategies
Set internal profit targets
Default: 1.0% both directions
Long TP: 1.0%
Short TP: 1.0%
Purpose: AI testing only
Real trades: Not affected
📊 Dashboard Display
Live Monitoring
When enabled, see:
✅ Current optimal sensitivity
✅ Selected thresholds
✅ Win rate & metrics
✅ Confidence score
✅ Mode status
Status Indicators:
STATIC (LOCKED)
- One-time optimization completeOPTIMIZING
- Currently calculatingSIMULATED
- Results ready
💡 Best Practices
Use Static for initial testing
Select Balanced sensitivity
Default 100 bar frequency
Match metric to goals
Walk-Forward needs ~535 bars for first optimization
Static needs ~5000 bars total
🔧 Troubleshooting
Timeout
Use Static or increase frequency
No signals
Check AI Optimization is ON
Poor results
Try different metric/range
No dashboard
Enable in settings
Static fails
Need 5000+ bars data
⚡ Quick Reference
For Testing
Mode:
Static
Range:
Balanced
Metric:
Total Profit
Frequency: N/A
Min bars: 5000
For Live Trading
Mode:
Walk-Forward
Range:
Balanced
Metric: Your preference
Frequency:
100
(default)Min bars: 535
📚 Understanding Performance Metrics
Bottom Line: Let AI handle optimization while you focus on trading decisions and risk management.
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