feat: Implement Hybrid 60/40 scoring approach for Enhanced Signal Scoring

PROBLEM:
- Enhanced Score alone (67.8%) was blocking trades with high Base Confidence (97.5%)
- Low Volume Score (40/100) was dragging down the total
- Good trading setups were being rejected

SOLUTION: Hybrid 60/40 Approach
- Final Score = (Base Confidence × 60%) + (Enhanced Score × 40%)
- The proven trend analysis system keeps primary weight (60%)
- Enhanced scoring still filters bad setups (40%)

EXAMPLE:
- Base Confidence: 97.5%
- Enhanced Score: 67.8%
- OLD: final = 67.8% (blocked at 70% threshold)
- NEW: final = (97.5 × 0.6) + (67.8 × 0.4) = 85.6% (passes!)

BENEFITS:
- Respects the proven base trend system
- Enhanced scoring still adds value
- Fewer false rejections of good trades
- Better balance between filtering and opportunity

Updated files:
- TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb (Cells 85, 90)
- activate_enhanced_scoring.py

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

activate_enhanced_scoring.py

@@ -92,10 +92,12 @@ def enhanced_trading_check_wrapper(symbol="XAUUSD", debug=False):
                 current_price=signal_info['trend_info']['M5']['price']
             )
 
-            # Verwende enhanced score statt base confidence
+            # HYBRID APPROACH: 60% Base Confidence + 40% Enhanced Score
-            final_confidence = enhanced.total_score
+            # Das bewährte Trend-System behält Hauptgewicht
+            enhanced_score = enhanced.total_score
+            final_confidence = (base_confidence * 0.6) + (enhanced_score * 0.4)
 
-            print(f"\\n✅ Enhanced Signal Scoring:")
+            print(f"\\n✅ Enhanced Signal Scoring (HYBRID 60/40):")
             print(f"   Trend Score:      {enhanced.trend_score:.1f}/100")
             print(f"   Volume Score:     {enhanced.volume_score:.1f}/100")
             print(f"   Momentum Score:   {enhanced.momentum_score:.1f}/100")
@@ -103,7 +105,8 @@ def enhanced_trading_check_wrapper(symbol="XAUUSD", debug=False):
             print(f"   Fibonacci Score:  {enhanced.fibonacci_score:.1f}/100")
             print(f"   ─────────────────────────────────────")
             print(f"   📊 Base Confidence:    {base_confidence:.1f}%")
-            print(f"   🎯 Enhanced Score:     {final_confidence:.1f}%")
+            print(f"   📈 Enhanced Score:     {enhanced_score:.1f}%")
+            print(f"   🔀 HYBRID (60/40):     {final_confidence:.1f}%")
             print(f"   📈 Signal Quality:     {enhanced.signal_quality}")
 
             # Show reasoning

dynamic_thresholds.json

@@ -1,5 +1,5 @@
 {
-  "timestamp": "2026-01-21T22:36:39.567434",
+  "timestamp": "2026-01-22T14:06:40.100178",
   "session_thresholds": {
     "asian": 60,
     "ny": 60,

trade_performance_v16_XAUUSD_202601.json

@@ -4507,5 +4507,86 @@
     },
     "position_control_active": true,
     "order_result": "OrderSendResult(retcode=10009, deal=629556692, order=692066470, volume=0.1, price=4816.89, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946472, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4816.86, stoplimit=0.0, sl=4801.415068173482, tp=4854.772329566296, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
+  },
+  {
+    "timestamp": "2026-01-22T01:40:05.656568",
+    "version": "V1.6_Adaptive_Complete",
+    "symbol": "XAUUSD",
+    "entry_signal": 1,
+    "confidence": 93.65,
+    "adaptive_threshold": 70,
+    "signal_quality": "excellent",
+    "market_regime": "ranging",
+    "regime_strength": 26.992969317013234,
+    "risk_adjusted_strength": 143745.33684143785,
+    "adaptive_interval": 15,
+    "session": "asian",
+    "relaxed_features": {
+      "pullback_entry_disabled": true,
+      "lower_confidence_threshold": true,
+      "lower_min_strength": true,
+      "fixed_tf_alignment": true
+    },
+    "adaptive_features": {
+      "adaptive_rhythm": true,
+      "session_aware": true,
+      "volatility_based": true
+    },
+    "position_control_active": true,
+    "order_result": "OrderSendResult(retcode=10009, deal=629952585, order=692708945, volume=0.1, price=4784.78, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946474, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4784.78, stoplimit=0.0, sl=4773.455778645191, tp=4812.320553387024, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
+  },
+  {
+    "timestamp": "2026-01-22T08:35:07.527490",
+    "version": "V1.6_Adaptive_Complete",
+    "symbol": "XAUUSD",
+    "entry_signal": 1,
+    "confidence": 99.13,
+    "adaptive_threshold": 70,
+    "signal_quality": "excellent",
+    "market_regime": "ranging",
+    "regime_strength": 33.15924775185171,
+    "risk_adjusted_strength": 162265.72697387377,
+    "adaptive_interval": 15,
+    "session": "asian",
+    "relaxed_features": {
+      "pullback_entry_disabled": true,
+      "lower_confidence_threshold": true,
+      "lower_min_strength": true,
+      "fixed_tf_alignment": true
+    },
+    "adaptive_features": {
+      "adaptive_rhythm": true,
+      "session_aware": true,
+      "volatility_based": true
+    },
+    "position_control_active": true,
+    "order_result": "OrderSendResult(retcode=10009, deal=630967545, order=694409497, volume=0.1, price=4836.88, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946476, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4836.82, stoplimit=0.0, sl=4830.680417653813, tp=4851.468955865467, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
+  },
+  {
+    "timestamp": "2026-01-22T14:06:38.702900",
+    "version": "V1.6_Adaptive_Complete",
+    "symbol": "XAUUSD",
+    "entry_signal": 1,
+    "confidence": 97.62,
+    "adaptive_threshold": 70,
+    "signal_quality": "excellent",
+    "market_regime": "ranging",
+    "regime_strength": 34.94625812138287,
+    "risk_adjusted_strength": 195775.68283265218,
+    "adaptive_interval": 5,
+    "session": "overlap",
+    "relaxed_features": {
+      "pullback_entry_disabled": true,
+      "lower_confidence_threshold": true,
+      "lower_min_strength": true,
+      "fixed_tf_alignment": true
+    },
+    "adaptive_features": {
+      "adaptive_rhythm": true,
+      "session_aware": true,
+      "volatility_based": true
+    },
+    "position_control_active": true,
+    "order_result": "OrderSendResult(retcode=10009, deal=631796029, order=695596696, volume=0.1, price=4823.55, bid=0.0, ask=0.0, comment='Request executed', request_id=1587946477, retcode_external=0, request=TradeRequest(action=1, magic=234000, order=0, symbol='XAUUSD', volume=0.1, price=4823.62, stoplimit=0.0, sl=4818.361220809183, tp=4836.031947977042, deviation=20, type=0, type_filling=1, type_time=0, expiration=0, comment='TradingBot_V1.6', position=0, position_by=0))"
   }
 ]