/** * Test AI Learning Integration * Verifies that the learning system is properly integrated and working */ import { SimplifiedStopLossLearner } from './lib/simplified-stop-loss-learner-fixed.js'; async function testLearningIntegration() { console.log('🧪 Testing AI Learning Integration...\n'); try { // 1. Initialize the learner const learner = new SimplifiedStopLossLearner(); console.log('✅ Learning system initialized'); // 2. Test learning status console.log('\n📊 Getting learning status...'); const status = await learner.getLearningStatus(); console.log('Status:', JSON.stringify(status, null, 2)); // 3. Test learning report console.log('\n📈 Generating learning report...'); const report = await learner.generateLearningReport(); console.log('Report Summary:', { totalDecisions: report.summary.totalDecisions, systemConfidence: report.summary.systemConfidence, isActive: report.summary.isActive, phase: report.insights?.confidenceLevel }); // 4. Test smart recommendation console.log('\n🧠 Testing smart recommendation...'); const testRequest = { symbol: 'SOL-PERP', confidence: 75, recommendation: 'LONG', marketConditions: { timeframes: ['1h', '4h'], strategy: 'Day Trading' }, aiLevels: { stopLoss: 190.50, takeProfit: 195.50 } }; const recommendation = await learner.getSmartRecommendation(testRequest); if (recommendation) { console.log('Smart Recommendation:', { action: recommendation.action, confidence: Math.round(recommendation.confidence * 100) + '%', reasoning: recommendation.reasoning }); } else { console.log('No smart recommendation available (insufficient data)'); } // 5. Test decision recording console.log('\n📝 Testing decision recording...'); const testDecision = { tradeId: `test_${Date.now()}`, symbol: 'SOL-PERP', decision: 'EXECUTE_TRADE', confidence: 78, recommendation: 'LONG', reasoning: 'Test decision for learning integration', marketConditions: { strategy: 'Test' }, expectedOutcome: 'PROFITABLE_TRADE' }; const decisionId = await learner.recordDecision(testDecision); console.log(`Decision recorded with ID: ${decisionId}`); console.log('\n� All learning integration tests passed!'); console.log('\n� Learning System Status:'); console.log(` - Total Decisions: ${status.totalDecisions}`); console.log(` - Recent Activity: ${status.recentDecisions} (last 24h)`); console.log(` - System Confidence: ${Math.round(report.summary.systemConfidence * 100)}%`); console.log(` - Learning Phase: ${report.insights?.confidenceLevel || 'UNKNOWN'}`); console.log(` - Is Active: ${status.isActive ? 'YES' : 'NO'}`); } catch (error) { console.error('❌ Learning integration test failed:', error.message); console.error('Stack:', error.stack); } } // Run the test testLearningIntegration().then(() => { console.log('\n✅ Test completed'); process.exit(0); }).catch(error => { console.error('❌ Test failed:', error); process.exit(1); });