feat: integrate AI learning system with trading automation
- AutomationWithLearning class with decision recording and outcome assessment - Enhanced API endpoints with learning status visibility - Singleton automation manager for seamless learning system integration - EnhancedAILearningPanel component for real-time learning visibility - Learning-enhanced trade execution with AI adjustments to SL/TP - Automatic decision tracking and outcome-based learning Key Features: - Records trading decisions before execution - Enhances analysis with learned patterns - Tracks trade outcomes for continuous improvement - Provides full visibility into AI decision-making process - Integrates SimplifiedStopLossLearner with real trading flow - Whether learning system is active - How many decisions are being tracked - Real-time learning statistics and insights - AI enhancements applied to trading decisions
This commit is contained in:
mindesbunister
264
components/EnhancedAILearningPanel.tsx
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264
components/EnhancedAILearningPanel.tsx
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import React, { useState, useEffect } from 'react';
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interface LearningData {
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learningSystem: {
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enabled: boolean;
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learningActive?: boolean;
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activeDecisions?: number;
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message?: string;
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recommendation?: string;
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report?: {
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summary?: {
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totalDecisions?: number;
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successRate?: number;
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systemConfidence?: number;
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};
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insights?: {
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thresholds?: any;
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confidenceLevel?: number;
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};
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recommendations?: string[];
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};
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};
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visibility?: {
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decisionTrackingActive?: boolean;
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learningDatabaseConnected?: boolean;
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aiEnhancementsActive?: boolean;
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lastUpdateTime?: string;
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};
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automationStatus?: any;
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}
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const EnhancedAILearningPanel = () => {
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const [learningData, setLearningData] = useState<LearningData | null>(null);
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const [loading, setLoading] = useState(true);
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const [error, setError] = useState<string | null>(null);
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const fetchLearningStatus = async () => {
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try {
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setLoading(true);
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// Get both learning status and automation status
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const [learningResponse, statusResponse] = await Promise.all([
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fetch('/api/automation/learning-status'),
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fetch('/api/automation/status')
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]);
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const learningData = await learningResponse.json();
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const statusData = await statusResponse.json();
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setLearningData({
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...learningData,
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automationStatus: statusData
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});
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setError(null);
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} catch (err) {
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console.error('Error fetching learning status:', err);
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setError(err instanceof Error ? err.message : 'Unknown error');
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} finally {
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setLoading(false);
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}
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};
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useEffect(() => {
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fetchLearningStatus();
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// Refresh every 30 seconds
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const interval = setInterval(fetchLearningStatus, 30000);
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return () => clearInterval(interval);
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}, []);
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if (loading) {
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return (
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<div className="bg-gradient-to-br from-purple-900/20 to-blue-900/20 rounded-xl p-6 border border-purple-500/30">
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<div className="flex items-center space-x-3 mb-4">
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<div className="w-3 h-3 bg-purple-500 rounded-full animate-pulse"></div>
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<h3 className="text-lg font-semibold bg-gradient-to-r from-purple-400 to-blue-400 bg-clip-text text-transparent">
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🧠 AI Learning System
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</h3>
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</div>
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<div className="text-gray-400">Loading learning status...</div>
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</div>
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);
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}
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if (error) {
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return (
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<div className="bg-gradient-to-br from-red-900/20 to-orange-900/20 rounded-xl p-6 border border-red-500/30">
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<div className="flex items-center space-x-3 mb-4">
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<div className="w-3 h-3 bg-red-500 rounded-full"></div>
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<h3 className="text-lg font-semibold text-red-400">
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🧠 AI Learning System
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</h3>
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</div>
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<div className="text-red-400">Error: {error}</div>
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<button
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onClick={fetchLearningStatus}
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className="mt-3 px-4 py-2 bg-red-600/20 hover:bg-red-600/30 text-red-400 rounded-lg transition-colors"
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>
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Retry
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</button>
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</div>
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);
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}
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if (!learningData) {
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return null;
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}
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const { learningSystem, visibility } = learningData;
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const renderLearningStatus = () => {
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if (!learningSystem.enabled) {
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return (
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<div className="space-y-4">
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<div className="flex items-center space-x-2">
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<div className="w-3 h-3 bg-yellow-500 rounded-full"></div>
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<span className="text-yellow-400 font-medium">Learning System Not Active</span>
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</div>
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<div className="bg-yellow-900/20 rounded-lg p-4 border border-yellow-500/30">
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<div className="text-yellow-300 text-sm">
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{learningSystem.message || 'The AI learning system is not currently integrated with the automation.'}
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</div>
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{learningSystem.recommendation && (
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<div className="text-yellow-400 text-sm mt-2 font-medium">
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💡 {learningSystem.recommendation}
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</div>
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)}
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</div>
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<div className="text-gray-400 text-sm">
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• Decision recording: Not active<br/>
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• Learning database: Not connected<br/>
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• AI enhancements: Not applied
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</div>
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</div>
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);
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}
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return (
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<div className="space-y-4">
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<div className="flex items-center space-x-2">
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<div className="w-3 h-3 bg-green-500 rounded-full animate-pulse"></div>
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<span className="text-green-400 font-medium">AI Learning Active</span>
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</div>
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{learningSystem.report && (
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<div className="grid grid-cols-1 md:grid-cols-3 gap-4">
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<div className="bg-blue-900/20 rounded-lg p-4 border border-blue-500/30">
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<div className="text-blue-300 text-sm font-medium">Total Decisions</div>
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<div className="text-2xl font-bold text-blue-400">
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{learningSystem.report.summary?.totalDecisions || 0}
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</div>
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</div>
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<div className="bg-purple-900/20 rounded-lg p-4 border border-purple-500/30">
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<div className="text-purple-300 text-sm font-medium">Success Rate</div>
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<div className="text-2xl font-bold text-purple-400">
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{learningSystem.report.summary?.successRate || 0}%
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</div>
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</div>
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<div className="bg-green-900/20 rounded-lg p-4 border border-green-500/30">
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<div className="text-green-300 text-sm font-medium">Confidence</div>
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<div className="text-2xl font-bold text-green-400">
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{learningSystem.report.summary?.systemConfidence || 0}%
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</div>
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</div>
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</div>
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)}
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<div className="bg-gray-800/50 rounded-lg p-4 border border-gray-600/30">
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<div className="text-gray-300 text-sm font-medium mb-2">🔍 Learning Visibility</div>
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<div className="grid grid-cols-2 gap-2 text-sm">
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<div className="flex items-center space-x-2">
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<div className={`w-2 h-2 rounded-full ${visibility?.decisionTrackingActive ? 'bg-green-500' : 'bg-gray-500'}`}></div>
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<span className={visibility?.decisionTrackingActive ? 'text-green-400' : 'text-gray-400'}>
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Decision Tracking
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</span>
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</div>
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<div className="flex items-center space-x-2">
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<div className={`w-2 h-2 rounded-full ${visibility?.learningDatabaseConnected ? 'bg-green-500' : 'bg-gray-500'}`}></div>
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<span className={visibility?.learningDatabaseConnected ? 'text-green-400' : 'text-gray-400'}>
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Database Connected
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</span>
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</div>
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<div className="flex items-center space-x-2">
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<div className={`w-2 h-2 rounded-full ${visibility?.aiEnhancementsActive ? 'bg-green-500' : 'bg-gray-500'}`}></div>
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<span className={visibility?.aiEnhancementsActive ? 'text-green-400' : 'text-gray-400'}>
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AI Enhancements
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</span>
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</div>
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<div className="flex items-center space-x-2">
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<div className={`w-2 h-2 rounded-full ${(learningSystem.activeDecisions || 0) > 0 ? 'bg-blue-500' : 'bg-gray-500'}`}></div>
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<span className={(learningSystem.activeDecisions || 0) > 0 ? 'text-blue-400' : 'text-gray-400'}>
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Active Decisions ({learningSystem.activeDecisions || 0})
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</span>
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</div>
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</div>
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</div>
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{learningSystem.report?.insights && (
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<div className="bg-purple-900/20 rounded-lg p-4 border border-purple-500/30">
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<div className="text-purple-300 text-sm font-medium mb-2">🎯 Learning Insights</div>
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<div className="text-sm text-gray-300">
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{learningSystem.report.insights.thresholds && (
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<div>Current Thresholds: {JSON.stringify(learningSystem.report.insights.thresholds)}</div>
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)}
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{learningSystem.report.insights.confidenceLevel && (
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<div>Confidence Level: {learningSystem.report.insights.confidenceLevel}%</div>
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)}
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</div>
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</div>
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)}
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{learningSystem.report?.recommendations && learningSystem.report.recommendations.length > 0 && (
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<div className="bg-yellow-900/20 rounded-lg p-4 border border-yellow-500/30">
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<div className="text-yellow-300 text-sm font-medium mb-2">💡 AI Recommendations</div>
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<div className="space-y-1">
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{learningSystem.report.recommendations.map((rec: string, index: number) => (
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<div key={index} className="text-sm text-yellow-400">
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• {rec}
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</div>
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))}
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</div>
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</div>
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)}
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</div>
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);
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};
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return (
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<div className="bg-gradient-to-br from-purple-900/20 to-blue-900/20 rounded-xl p-6 border border-purple-500/30">
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<div className="flex items-center justify-between mb-6">
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<div className="flex items-center space-x-3">
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<div className={`w-3 h-3 rounded-full ${learningSystem.enabled ? 'bg-green-500 animate-pulse' : 'bg-yellow-500'}`}></div>
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<h3 className="text-lg font-semibold bg-gradient-to-r from-purple-400 to-blue-400 bg-clip-text text-transparent">
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🧠 AI Learning System
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</h3>
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</div>
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<button
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onClick={fetchLearningStatus}
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className="px-3 py-1 bg-purple-600/20 hover:bg-purple-600/30 text-purple-400 rounded-lg transition-colors text-sm"
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>
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Refresh
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</button>
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</div>
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{renderLearningStatus()}
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{visibility?.lastUpdateTime && (
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<div className="mt-4 pt-4 border-t border-gray-600/30">
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<div className="text-gray-500 text-xs">
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Last updated: {new Date(visibility.lastUpdateTime).toLocaleTimeString()}
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</div>
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</div>
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)}
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</div>
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);
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};
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export default EnhancedAILearningPanel;
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