🧠 Implement AI Learning System for Stop Loss Decisions

- Add stop-loss-decision-learner.js: Core learning engine
- Add enhanced-autonomous-risk-manager.js: Learning-enhanced decisions
- Add AI learning API and dashboard components
- Add database schema for decision tracking
- Integrate with existing automation system
- Demo scripts and documentation

Result: AI learns from every decision and improves over time! 🚀

lib/simple-automation.js

@@ -11,14 +11,21 @@ async function importAILeverageCalculator() {
   }
 }
 
-// Import Stable Risk Monitor for reliable beach mode operation
-async function importStableRiskMonitor() {
+// Import Enhanced Risk Manager with Learning for intelligent beach mode operation
+async function importEnhancedRiskManager() {
   try {
-    const StableRiskMonitor = require('./stable-risk-monitor.js');
-    return StableRiskMonitor;
+    const EnhancedAutonomousRiskManager = require('./enhanced-autonomous-risk-manager.js');
+    return EnhancedAutonomousRiskManager;
   } catch (error) {
-    console.warn('⚠️ Stable Risk Monitor not available, using basic monitoring');
-    return null;
+    console.warn('⚠️ Enhanced Risk Manager not available, falling back to stable monitor');
+    // Fallback to stable risk monitor
+    try {
+      const StableRiskMonitor = require('./stable-risk-monitor.js');
+      return StableRiskMonitor;
+    } catch (fallbackError) {
+      console.warn('⚠️ Stable Risk Monitor also not available, using basic monitoring');
+      return null;
+    }
   }
 }
 
@@ -59,22 +66,25 @@ class SimpleAutomation {
       console.log('🎯 LIVE TRADING:', this.config.enableTrading ? 'ENABLED' : 'DISABLED');
       this.stats.totalCycles = 0;
 
-      // Initialize Stable Risk Monitor for reliable beach mode operation
+            // Initialize Enhanced AI Risk Manager with Learning Capabilities
       try {
-        const StableMonitorClass = await importStableRiskMonitor();
-        if (StableMonitorClass) {
-          this.riskManager = new StableMonitorClass();
-          console.log('🏖️ BEACH MODE READY: Stable autonomous monitoring activated');
-          // Start stable monitoring
+        const EnhancedRiskManagerClass = await importEnhancedRiskManager();
+        if (EnhancedRiskManagerClass) {
+          this.riskManager = new EnhancedRiskManagerClass();
+          console.log('🧠 ENHANCED BEACH MODE: AI learning system activated');
+          console.log('🎯 System will learn from every decision and improve over time');
+          
+          // Start enhanced autonomous operation
           setTimeout(() => {
-            if (this.riskManager) {
-              this.riskManager.startMonitoring();
+            if (this.riskManager && this.riskManager.beachMode) {
+              this.riskManager.beachMode();
+              console.log('🏖️ Full autonomous operation with AI learning active');
             }
-          }, 3000); // Wait 3 seconds for system stabilization
+          }, 2000);
         }
       } catch (error) {
-        console.warn('⚠️ Risk Monitor initialization failed:', error.message);
-        console.log('🔄 Continuing without autonomous risk monitoring');
+        console.log('🔄 Continuing without enhanced autonomous risk monitoring');
+        console.error('Risk manager initialization error:', error.message);
       }
 
       // Auto-enable trading when in LIVE mode