zai-mcp-server/src/advancedAILoopEngine.js

🚀 REVOLUTIONARY AI-to-AI Collaboration Platform v6.1! NEW: Advanced Debugging Tools with Screenshot Analysis, Console Error Parsing, Automated Fix Generation, 5 Specialized Debugging Agents, Visual UI Analysis, JavaScript Error Intelligence, CSS/HTML Fix

/**
 * Advanced AI-to-AI Loop Engine
 * Comprehensive enhancement with adaptive intelligence, multi-agent collaboration,
 * advanced workflows, and performance optimization
 */

import { AdaptiveTimingEngine } from './adaptiveTimingEngine.js';
import { MultiAgentCollaborator } from './multiAgentCollaborator.js';
import { AdvancedWorkflowEngine } from './advancedWorkflowEngine.js';
import { PerformanceOptimizationSuite } from './performanceOptimizationSuite.js';
import { InnovativeFeatureSet } from './innovativeFeatureSet.js';

export class AdvancedAILoopEngine {
    constructor(mcpServer) {
        this.mcpServer = mcpServer;
        this.activeLoops = new Map();
        this.loopMemory = new Map();
        this.agentPersonalities = new Map();
        this.crossLoopLearning = new Map();
        this.performanceMetrics = new Map();
        
        // Advanced features
        this.adaptiveTimingEngine = new AdaptiveTimingEngine();
        this.multiAgentCollaborator = new MultiAgentCollaborator();
        this.workflowEngine = new AdvancedWorkflowEngine();
        this.optimizationSuite = new PerformanceOptimizationSuite();
        this.innovativeFeatures = new InnovativeFeatureSet();
        
        console.log('🚀 Advanced AI-to-AI Loop Engine initialized with enterprise-grade capabilities');
    }

    /**
     * Start an enhanced AI-to-AI loop with all advanced features
     */
    async startAdvancedLoop(loopConfig) {
        const loopId = loopConfig.id;
        const loop = {
            ...loopConfig,
            startTime: Date.now(),
            currentIteration: 0,
            status: 'running',
            memory: new LoopMemory(loopId),
            agents: await this.multiAgentCollaborator.initializeAgents(loopConfig),
            workflow: await this.workflowEngine.createWorkflow(loopConfig),
            performance: new PerformanceTracker(loopId),
            personality: await this.innovativeFeatures.createPersonality(loopConfig)
        };

        this.activeLoops.set(loopId, loop);
        
        // Start the advanced loop execution
        this.executeAdvancedLoop(loop);
        
        console.log(`🎯 Advanced AI loop started: ${loopId} with ${loop.agents.length} specialized agents`);
        return loop;
    }

    /**
     * Execute advanced AI loop with adaptive intelligence
     */
    async executeAdvancedLoop(loop) {
        const runAdvancedIteration = async () => {
            if (loop.status !== 'running' || loop.currentIteration >= loop.maxIterations) {
                await this.finalizeLoop(loop);
                return;
            }

            try {
                loop.currentIteration++;
                loop.lastActivity = Date.now();

                // Phase 1: Adaptive Strategy Selection
                const strategy = await this.adaptiveTimingEngine.selectStrategy(loop);
                console.log(`🧠 [${loop.id}] Iteration ${loop.currentIteration}: Using strategy "${strategy.name}"`);

                // Phase 2: Multi-Agent Collaboration
                const collaborationResult = await this.multiAgentCollaborator.collaborate(loop, strategy);
                
                // Phase 3: Advanced Workflow Execution
                const workflowResult = await this.workflowEngine.execute(loop, collaborationResult);
                
                // Phase 4: Performance Optimization
                const optimizedResult = await this.optimizationSuite.optimize(loop, workflowResult);
                
                // Phase 5: Innovative Feature Processing
                const enhancedResult = await this.innovativeFeatures.enhance(loop, optimizedResult);
                
                // Phase 6: Memory and Learning Update
                await this.updateLoopMemory(loop, enhancedResult);
                
                // Phase 7: Cross-Loop Learning
                await this.updateCrossLoopLearning(loop, enhancedResult);
                
                // Phase 8: Performance Tracking
                await this.trackPerformance(loop, enhancedResult);
                
                // Schedule next iteration with adaptive timing
                const nextInterval = await this.adaptiveTimingEngine.calculateNextInterval(loop, enhancedResult);
                setTimeout(runAdvancedIteration, nextInterval);
                
                console.log(`✅ [${loop.id}] Advanced iteration ${loop.currentIteration} completed in ${enhancedResult.duration}ms`);

            } catch (error) {
                console.error(`❌ [${loop.id}] Advanced iteration error:`, error);
                await this.handleAdvancedError(loop, error);
                
                // Adaptive retry with exponential backoff
                const retryInterval = await this.adaptiveTimingEngine.calculateRetryInterval(loop, error);
                setTimeout(runAdvancedIteration, retryInterval);
            }
        };

        // Start first iteration with initial delay
        setTimeout(runAdvancedIteration, 1000);
    }

    /**
     * Update loop memory with learning capabilities
     */
    async updateLoopMemory(loop, result) {
        const memory = loop.memory;
        
        // Store iteration results
        memory.addIteration({
            iteration: loop.currentIteration,
            result: result,
            timestamp: Date.now(),
            performance: result.performance,
            quality: result.quality,
            insights: result.insights
        });
        
        // Learn from patterns
        const patterns = memory.analyzePatterns();
        if (patterns.length > 0) {
            console.log(`🧠 [${loop.id}] Learned ${patterns.length} new patterns from iteration ${loop.currentIteration}`);
        }
        
        // Update global loop memory
        this.loopMemory.set(loop.id, memory);
    }

    /**
     * Update cross-loop learning system
     */
    async updateCrossLoopLearning(loop, result) {
        const topic = loop.topic;
        const insights = result.insights;
        
        if (!this.crossLoopLearning.has(topic)) {
            this.crossLoopLearning.set(topic, new CrossLoopLearningSystem(topic));
        }
        
        const learningSystem = this.crossLoopLearning.get(topic);
        await learningSystem.addInsights(loop.id, insights);
        
        // Share insights with other loops on similar topics
        const relatedLoops = this.findRelatedLoops(topic);
        for (const relatedLoop of relatedLoops) {
            if (relatedLoop.id !== loop.id) {
                await this.shareInsights(relatedLoop, insights);
            }
        }
    }

    /**
     * Track performance metrics
     */
    async trackPerformance(loop, result) {
        const metrics = {
            iteration: loop.currentIteration,
            duration: result.duration,
            quality: result.quality,
            cost: result.cost,
            agentPerformance: result.agentPerformance,
            timestamp: Date.now()
        };
        
        if (!this.performanceMetrics.has(loop.id)) {
            this.performanceMetrics.set(loop.id, []);
        }
        
        this.performanceMetrics.get(loop.id).push(metrics);
        
        // Update loop performance tracker
        loop.performance.update(metrics);
    }

    /**
     * Handle advanced error scenarios
     */
    async handleAdvancedError(loop, error) {
        console.error(`🚨 [${loop.id}] Advanced error handling for: ${error.message}`);
        
        // Error classification
        const errorType = this.classifyError(error);
        
        // Adaptive recovery strategy
        const recoveryStrategy = await this.adaptiveTimingEngine.selectRecoveryStrategy(loop, errorType);
        
        // Execute recovery
        await this.executeRecovery(loop, recoveryStrategy);
        
        // Learn from error
        loop.memory.addError({
            error: error.message,
            type: errorType,
            iteration: loop.currentIteration,
            recovery: recoveryStrategy,
            timestamp: Date.now()
        });
    }

    /**
     * Finalize loop with comprehensive reporting
     */
    async finalizeLoop(loop) {
        console.log(`🏁 [${loop.id}] Finalizing advanced loop after ${loop.currentIteration} iterations`);
        
        // Generate comprehensive report
        const report = await this.generateComprehensiveReport(loop);
        
        // Save final state
        await this.saveFinalState(loop);
        
        // Update global learning
        await this.updateGlobalLearning(loop, report);
        
        // Clean up resources
        this.activeLoops.delete(loop.id);
        
        console.log(`✅ [${loop.id}] Advanced loop finalized with ${report.insights.length} insights generated`);
        return report;
    }

    /**
     * Generate comprehensive loop report
     */
    async generateComprehensiveReport(loop) {
        const memory = loop.memory;
        const performance = loop.performance;
        
        return {
            loopId: loop.id,
            topic: loop.topic,
            totalIterations: loop.currentIteration,
            duration: Date.now() - loop.startTime,
            insights: memory.getAllInsights(),
            patterns: memory.analyzePatterns(),
            performance: performance.getMetrics(),
            agentContributions: await this.multiAgentCollaborator.getContributions(loop),
            learningOutcomes: memory.getLearningOutcomes(),
            recommendations: await this.generateRecommendations(loop),
            qualityScore: performance.getOverallQuality(),
            costEfficiency: performance.getCostEfficiency(),
            innovativeFeatures: await this.innovativeFeatures.getReport(loop)
        };
    }

    /**
     * Get status of all active advanced loops
     */
    getAdvancedLoopStatus() {
        const status = [];

        for (const [loopId, loop] of this.activeLoops) {
            status.push({
                id: loopId,
                topic: loop.topic,
                iteration: loop.currentIteration,
                status: loop.status,
                agents: loop.agents.length,
                performance: loop.performance.getCurrentMetrics(),
                memory: loop.memory.getSize(),
                uptime: Date.now() - loop.startTime
            });
        }

        return status;
    }

    /**
     * Generate recommendations for loop improvement
     */
    async generateRecommendations(loop) {
        const recommendations = [];

        // Performance-based recommendations
        const performance = loop.performance.getCurrentMetrics();
        if (performance.quality < 0.7) {
            recommendations.push({
                type: 'quality_improvement',
                priority: 'high',
                suggestion: 'Enhance agent collaboration and consensus mechanisms',
                expectedImpact: 'Improve quality score by 20%'
            });
        }

        // Memory-based recommendations
        const memorySize = loop.memory.getSize();
        if (memorySize.iterations > 50) {
            recommendations.push({
                type: 'memory_optimization',
                priority: 'medium',
                suggestion: 'Implement memory compression and archival strategies',
                expectedImpact: 'Reduce memory usage by 30%'
            });
        }

        // Agent-based recommendations
        if (loop.agents.length < 3) {
            recommendations.push({
                type: 'agent_expansion',
                priority: 'medium',
                suggestion: 'Add specialized agents for better task coverage',
                expectedImpact: 'Improve task completion rate by 25%'
            });
        }

        // Workflow-based recommendations
        if (loop.workflow && loop.workflow.currentPhase > loop.workflow.phases.length * 0.8) {
            recommendations.push({
                type: 'workflow_optimization',
                priority: 'low',
                suggestion: 'Consider workflow template optimization for future loops',
                expectedImpact: 'Reduce execution time by 15%'
            });
        }

        return recommendations;
    }

    /**
     * Save final state of a loop
     */
    async saveFinalState(loop) {
        const finalState = {
            id: loop.id,
            topic: loop.topic,
            totalIterations: loop.currentIteration,
            finalPerformance: loop.performance.getCurrentMetrics(),
            finalMemory: loop.memory.getSize(),
            agents: loop.agents.map(agent => ({
                id: agent.id,
                type: agent.type,
                contributions: agent.contributions || 0,
                performance: agent.performance || 0.5
            })),
            workflow: loop.workflow ? {
                type: loop.workflow.type,
                completedPhases: loop.workflow.currentPhase,
                totalPhases: loop.workflow.phases.length
            } : null,
            innovations: loop.innovations || [],
            learningOutcomes: loop.memory.learningOutcomes || [],
            endTime: Date.now(),
            duration: Date.now() - loop.startTime
        };

        // Store in memory for cross-loop learning
        if (loop.crossLoopLearning) {
            await loop.crossLoopLearning.addInsights(loop.id, finalState);
        }

        console.log(`💾 [${loop.id}] Final state saved with ${finalState.totalIterations} iterations`);
        return finalState;
    }

    /**
     * Update global learning from loop completion
     */
    async updateGlobalLearning(loop, finalState) {
        // Update global learning patterns
        const learningUpdate = {
            loopId: loop.id,
            topic: loop.topic,
            performance: finalState.finalPerformance,
            innovations: finalState.innovations,
            patterns: loop.memory.patterns || [],
            timestamp: Date.now()
        };

        // Store for future loops
        this.globalLearning = this.globalLearning || [];
        this.globalLearning.push(learningUpdate);

        // Keep only last 100 learning updates
        if (this.globalLearning.length > 100) {
            this.globalLearning = this.globalLearning.slice(-100);
        }

        console.log(`🧠 [${loop.id}] Global learning updated with performance insights`);
        return learningUpdate;
    }

    /**
     * Find related loops for cross-loop learning
     */
    findRelatedLoops(topic) {
        // Simple implementation for finding related loops
        return Array.from(this.activeLoops.values()).filter(loop =>
            loop.topic.toLowerCase().includes(topic.toLowerCase().split(' ')[0])
        );
    }

    /**
     * Share insights with related loops
     */
    async shareInsights(relatedLoop, insights) {
        if (relatedLoop.memory) {
            relatedLoop.memory.addSharedInsights(insights);
        }
    }

    /**
     * Classify error for advanced error handling
     */
    classifyError(error) {
        if (error.message.includes('Cannot read properties')) {
            return 'property_access_error';
        } else if (error.message.includes('is not a function')) {
            return 'method_not_found_error';
        } else if (error.message.includes('timeout')) {
            return 'timeout_error';
        } else {
            return 'unknown_error';
        }
    }

    /**
     * Stop all advanced loops
     */
    async stopAllAdvancedLoops() {
        const reports = [];

        for (const [loopId, loop] of this.activeLoops) {
            loop.status = 'stopping';
            const report = await this.finalizeLoop(loop);
            reports.push(report);
        }

        console.log(`🛑 Stopped ${reports.length} advanced AI loops`);
        return reports;
    }

    /**
     * Run a simplified AI-to-AI iteration (for MCP infinite loop server compatibility)
     * This method provides compatibility with the MCP infinite loop server
     */
    async runSimplifiedAIToAIIteration(loopData) {
        console.log(`🔄 [SIMPLIFIED AI-TO-AI] Starting iteration ${loopData.iteration + 1} for loop ${loopData.id}`);

        try {
            // Ensure sequential processing
            if (loopData.processingIteration) {
                console.log('[SIMPLIFIED AI-TO-AI] Previous iteration still processing, waiting...');
                setTimeout(() => this.runSimplifiedAIToAIIteration(loopData), 1000);
                return;
            }

            loopData.processingIteration = true;
            loopData.iteration++;

            // Generate debugging improvements using the MCP server's capabilities
            const improvementResult = await this.generateDebuggingImprovements(loopData);

            // Store the result
            loopData.lastResult = improvementResult;
            loopData.lastActivity = Date.now();

            // Log the improvement
            console.log(`✅ [SIMPLIFIED AI-TO-AI] Generated debugging improvement for ${loopData.topic}`);
            console.log(`📝 [SIMPLIFIED AI-TO-AI] Improvement: ${improvementResult.summary}`);

            loopData.processingIteration = false;

            // Schedule next iteration if loop is still active
            if (loopData.isActive && loopData.iteration < loopData.maxIterations) {
                setTimeout(() => this.runSimplifiedAIToAIIteration(loopData), loopData.interval);
            }

        } catch (error) {
            console.error(`❌ [SIMPLIFIED AI-TO-AI] Error in iteration ${loopData.iteration}: ${error.message}`);
            loopData.processingIteration = false;

            // Retry after longer interval
            if (loopData.isActive) {
                setTimeout(() => this.runSimplifiedAIToAIIteration(loopData), loopData.interval * 2);
            }
        }
    }

    /**
     * Generate debugging improvements for Android and web apps
     */
    async generateDebuggingImprovements(loopData) {
        const topic = loopData.topic;
        const iteration = loopData.iteration;

        console.log(`🔍 [DEBUG IMPROVEMENTS] Analyzing debugging capabilities for: ${topic}`);

        // Analyze current debugging capabilities
        const currentCapabilities = this.analyzeCurrentDebuggingCapabilities();

        // Generate specific improvements based on the topic
        const improvements = await this.generateSpecificImprovements(topic, currentCapabilities, iteration);

        // Prioritize improvements
        const prioritizedImprovements = this.prioritizeImprovements(improvements);

        return {
            iteration,
            topic,
            timestamp: Date.now(),
            currentCapabilities,
            improvements: prioritizedImprovements,
            summary: this.generateImprovementSummary(prioritizedImprovements),
            nextSteps: this.generateNextSteps(prioritizedImprovements)
        };
    }

    /**
     * Analyze current debugging capabilities
     */
    analyzeCurrentDebuggingCapabilities() {
        return {
            android: {
                deviceConnection: 'Advanced wireless ADB support',
                uiAnalysis: 'Material Design compliance checking',
                logcatMonitoring: 'Real-time log analysis',
                fixGeneration: 'XML/Kotlin/Java automated fixes',
                gaps: [
                    'Multi-device debugging',
                    'iOS support',
                    'Performance profiling',
                    'Battery usage analysis'
                ]
            },
            web: {
                screenshotAnalysis: 'AI-powered visual debugging',
                consoleErrorParsing: 'Intelligent error analysis',
                frameworkSupport: 'React, Vue, Angular detection',
                fixGeneration: 'JavaScript/CSS/HTML fixes',
                gaps: [
                    'Cross-browser testing',
                    'Performance monitoring',
                    'Accessibility auditing',
                    'SEO analysis'
                ]
            },
            languages: {
                supported: ['JavaScript', 'TypeScript', 'Java', 'Kotlin', 'HTML', 'CSS'],
                gaps: ['Python', 'C#', 'Swift', 'Dart', 'Go', 'Rust', 'PHP', 'Ruby']
            },
            aiCapabilities: {
                errorPrediction: 'Basic pattern recognition',
                fixGeneration: 'Template-based with AI enhancement',
                learningSystem: 'Adaptive learning from user feedback',
                gaps: [
                    'Predictive debugging',
                    'Natural language debugging',
                    'Voice-activated debugging',
                    'Biometric-enhanced debugging'
                ]
            }
        };
    }

    /**
     * Generate specific improvements based on topic and iteration
     */
    async generateSpecificImprovements(topic, capabilities, iteration) {
        const improvements = [];

        // Android-specific improvements
        if (topic.toLowerCase().includes('android')) {
            improvements.push(...this.generateAndroidImprovements(capabilities, iteration));
        }

        // Web-specific improvements
        if (topic.toLowerCase().includes('web')) {
            improvements.push(...this.generateWebImprovements(capabilities, iteration));
        }

        // Language-specific improvements
        improvements.push(...this.generateLanguageImprovements(capabilities, iteration));

        // AI-powered improvements
        improvements.push(...this.generateAIImprovements(capabilities, iteration));

        // Cross-platform improvements
        improvements.push(...this.generateCrossPlatformImprovements(capabilities, iteration));

        return improvements;
    }

    /**
     * Generate Android-specific debugging improvements
     */
    generateAndroidImprovements(capabilities, iteration) {
        const improvements = [
            {
                category: 'Android Device Management',
                priority: 'high',
                title: 'Multi-Device Debugging Support',
                description: 'Enable simultaneous debugging of multiple Android devices',
                implementation: 'Extend AndroidDebuggingManager to handle device pools',
                impact: 'Reduce testing time by 60% for multi-device scenarios',
                effort: 'medium'
            },
            {
                category: 'Android Performance',
                priority: 'high',
                title: 'Battery Usage Analysis',
                description: 'Detect and analyze battery drain issues in Android apps',
                implementation: 'Add battery profiling to AndroidUIAnalyzer',
                impact: 'Improve app battery efficiency by 30%',
                effort: 'high'
            },
            {
                category: 'Android Cross-Platform',
                priority: 'medium',
                title: 'iOS Debugging Support',
                description: 'Extend debugging capabilities to iOS devices',
                implementation: 'Create iOSDebuggingManager with Xcode integration',
                impact: 'Support 100% of mobile development workflows',
                effort: 'high'
            }
        ];

        // Add iteration-specific improvements
        if (iteration > 3) {
            improvements.push({
                category: 'Android AI Enhancement',
                priority: 'medium',
                title: 'Predictive ANR Detection',
                description: 'Use ML to predict Application Not Responding issues',
                implementation: 'Train ML model on ANR patterns',
                impact: 'Prevent 80% of ANR issues before they occur',
                effort: 'high'
            });
        }

        return improvements;
    }

    /**
     * Generate web-specific debugging improvements
     */
    generateWebImprovements(capabilities, iteration) {
        const improvements = [
            {
                category: 'Web Browser Testing',
                priority: 'high',
                title: 'Cross-Browser Automation',
                description: 'Automated testing across Chrome, Firefox, Safari, Edge',
                implementation: 'Integrate Playwright/Selenium for browser automation',
                impact: 'Catch 95% of cross-browser compatibility issues',
                effort: 'medium'
            },
            {
                category: 'Web Performance',
                priority: 'high',
                title: 'Core Web Vitals Monitoring',
                description: 'Real-time monitoring of LCP, FID, CLS metrics',
                implementation: 'Add Lighthouse integration to screenshot analysis',
                impact: 'Improve web performance scores by 40%',
                effort: 'medium'
            },
            {
                category: 'Web Accessibility',
                priority: 'medium',
                title: 'WCAG Compliance Auditing',
                description: 'Comprehensive accessibility auditing and fixes',
                implementation: 'Enhance screenshot analyzer with accessibility rules',
                impact: 'Achieve 100% WCAG 2.1 AA compliance',
                effort: 'medium'
            }
        ];

        return improvements;
    }

    /**
     * Generate language-specific improvements
     */
    generateLanguageImprovements(capabilities, iteration) {
        const improvements = [
            {
                category: 'Language Support',
                priority: 'high',
                title: 'Python Debugging Support',
                description: 'Add comprehensive Python debugging capabilities',
                implementation: 'Create PythonDebugger with Django/Flask support',
                impact: 'Support 25% more development projects',
                effort: 'medium'
            },
            {
                category: 'Language Support',
                priority: 'medium',
                title: 'C# and .NET Debugging',
                description: 'Add C# and .NET debugging capabilities',
                implementation: 'Create CSharpDebugger with Visual Studio integration',
                impact: 'Support enterprise .NET applications',
                effort: 'high'
            }
        ];

        return improvements;
    }

    /**
     * Generate AI-powered improvements
     */
    generateAIImprovements(capabilities, iteration) {
        const improvements = [
            {
                category: 'AI Enhancement',
                priority: 'high',
                title: 'Natural Language Debugging',
                description: 'Debug using natural language queries',
                implementation: 'Add NLP layer to debugging commands',
                impact: 'Reduce debugging time by 50% for complex issues',
                effort: 'high'
            },
            {
                category: 'AI Enhancement',
                priority: 'medium',
                title: 'Voice-Activated Debugging',
                description: 'Debug applications using voice commands',
                implementation: 'Integrate speech recognition with debugging tools',
                impact: 'Enable hands-free debugging workflows',
                effort: 'high'
            }
        ];

        return improvements;
    }

    /**
     * Generate cross-platform improvements
     */
    generateCrossPlatformImprovements(capabilities, iteration) {
        const improvements = [
            {
                category: 'Cross-Platform',
                priority: 'high',
                title: 'React Native Debugging',
                description: 'Specialized debugging for React Native applications',
                implementation: 'Create ReactNativeDebugger with Metro integration',
                impact: 'Support hybrid mobile development',
                effort: 'medium'
            },
            {
                category: 'Cross-Platform',
                priority: 'medium',
                title: 'Flutter Debugging Support',
                description: 'Add Flutter app debugging capabilities',
                implementation: 'Create FlutterDebugger with Dart analysis',
                impact: 'Support Google\'s mobile framework',
                effort: 'medium'
            }
        ];

        return improvements;
    }

    /**
     * Prioritize improvements based on impact and effort
     */
    prioritizeImprovements(improvements) {
        return improvements.sort((a, b) => {
            // Priority order: high > medium > low
            const priorityOrder = { high: 3, medium: 2, low: 1 };
            const effortOrder = { low: 3, medium: 2, high: 1 };

            const aScore = priorityOrder[a.priority] + effortOrder[a.effort];
            const bScore = priorityOrder[b.priority] + effortOrder[b.effort];

            return bScore - aScore;
        });
    }

    /**
     * Generate improvement summary
     */
    generateImprovementSummary(improvements) {
        const highPriority = improvements.filter(i => i.priority === 'high').length;
        const mediumPriority = improvements.filter(i => i.priority === 'medium').length;
        const lowPriority = improvements.filter(i => i.priority === 'low').length;

        return `Generated ${improvements.length} debugging improvements: ${highPriority} high priority, ${mediumPriority} medium priority, ${lowPriority} low priority`;
    }

    /**
     * Generate next steps for implementation
     */
    generateNextSteps(improvements) {
        const nextSteps = [];
        const topImprovements = improvements.slice(0, 3);

        for (const improvement of topImprovements) {
            nextSteps.push({
                step: `Implement ${improvement.title}`,
                description: improvement.implementation,
                priority: improvement.priority,
                estimatedTime: this.estimateImplementationTime(improvement.effort)
            });
        }

        return nextSteps;
    }

    /**
     * Estimate implementation time based on effort
     */
    estimateImplementationTime(effort) {
        const timeMap = {
            low: '1-2 days',
            medium: '1-2 weeks',
            high: '2-4 weeks'
        };
        return timeMap[effort] || '1-2 weeks';
    }
}

/**
 * Loop Memory System for learning and pattern recognition
 */
class LoopMemory {
    constructor(loopId) {
        this.loopId = loopId;
        this.iterations = [];
        this.patterns = [];
        this.insights = [];
        this.errors = [];
        this.learningOutcomes = [];
    }

    addIteration(iterationData) {
        this.iterations.push(iterationData);
        this.analyzeNewIteration(iterationData);
    }

    analyzePatterns() {
        // Analyze patterns in iterations
        const patterns = [];
        
        if (this.iterations.length >= 3) {
            // Performance patterns
            const performancePattern = this.analyzePerformancePattern();
            if (performancePattern) patterns.push(performancePattern);
            
            // Quality patterns
            const qualityPattern = this.analyzeQualityPattern();
            if (qualityPattern) patterns.push(qualityPattern);
            
            // Timing patterns
            const timingPattern = this.analyzeTimingPattern();
            if (timingPattern) patterns.push(timingPattern);
        }
        
        this.patterns = patterns;
        return patterns;
    }

    analyzeNewIteration(iterationData) {
        // Extract insights from new iteration
        const insights = this.extractInsights(iterationData);
        this.insights.push(...insights);
        
        // Update learning outcomes
        this.updateLearningOutcomes(iterationData);
    }

    extractInsights(iterationData) {
        const insights = [];
        
        // Performance insights
        if (iterationData.performance.improvement > 0.1) {
            insights.push({
                type: 'performance_improvement',
                value: iterationData.performance.improvement,
                iteration: iterationData.iteration
            });
        }
        
        // Quality insights
        if (iterationData.quality > 0.8) {
            insights.push({
                type: 'high_quality_result',
                value: iterationData.quality,
                iteration: iterationData.iteration
            });
        }
        
        return insights;
    }

    getSize() {
        return {
            iterations: this.iterations.length,
            patterns: this.patterns.length,
            insights: this.insights.length,
            errors: this.errors.length
        };
    }

    getAllInsights() {
        return this.insights;
    }

    getLearningOutcomes() {
        return this.learningOutcomes;
    }

    addError(errorData) {
        this.errors.push(errorData);
    }

    analyzePerformancePattern() {
        const recent = this.iterations.slice(-5);
        const performances = recent.map(i => i.performance.score || 0);

        if (performances.length >= 3) {
            const trend = this.calculateTrend(performances);
            if (Math.abs(trend) > 0.1) {
                return {
                    type: 'performance_trend',
                    trend: trend > 0 ? 'improving' : 'declining',
                    strength: Math.abs(trend),
                    iterations: recent.length
                };
            }
        }
        return null;
    }

    analyzeQualityPattern() {
        const recent = this.iterations.slice(-5);
        const qualities = recent.map(i => i.quality || 0);

        if (qualities.length >= 3) {
            const average = qualities.reduce((a, b) => a + b, 0) / qualities.length;
            if (average > 0.8) {
                return {
                    type: 'high_quality_streak',
                    average: average,
                    iterations: recent.length
                };
            }
        }
        return null;
    }

    analyzeTimingPattern() {
        const recent = this.iterations.slice(-5);
        const durations = recent.map(i => i.result?.duration || 0);

        if (durations.length >= 3) {
            const average = durations.reduce((a, b) => a + b, 0) / durations.length;
            const variance = this.calculateVariance(durations);

            if (variance < average * 0.1) {
                return {
                    type: 'stable_timing',
                    average: average,
                    variance: variance,
                    iterations: recent.length
                };
            }
        }
        return null;
    }

    calculateTrend(values) {
        if (values.length < 2) return 0;

        const n = values.length;
        const sumX = (n * (n + 1)) / 2;
        const sumY = values.reduce((a, b) => a + b, 0);
        const sumXY = values.reduce((sum, y, i) => sum + (i + 1) * y, 0);
        const sumX2 = (n * (n + 1) * (2 * n + 1)) / 6;

        return (n * sumXY - sumX * sumY) / (n * sumX2 - sumX * sumX);
    }

    calculateVariance(values) {
        const mean = values.reduce((a, b) => a + b, 0) / values.length;
        const squaredDiffs = values.map(value => Math.pow(value - mean, 2));
        return squaredDiffs.reduce((a, b) => a + b, 0) / values.length;
    }

    updateLearningOutcomes(iterationData) {
        // Extract learning outcomes from iteration
        const outcomes = [];

        if (iterationData.insights && iterationData.insights.length > 0) {
            outcomes.push({
                type: 'insight_generation',
                count: iterationData.insights.length,
                iteration: iterationData.iteration,
                timestamp: Date.now()
            });
        }

        if (iterationData.performance && iterationData.performance.improvement > 0) {
            outcomes.push({
                type: 'performance_improvement',
                improvement: iterationData.performance.improvement,
                iteration: iterationData.iteration,
                timestamp: Date.now()
            });
        }

        this.learningOutcomes.push(...outcomes);
    }
}

/**
 * Performance Tracker for loop performance monitoring
 */
class PerformanceTracker {
    constructor(loopId) {
        this.loopId = loopId;
        this.metrics = [];
        this.currentMetrics = {
            quality: 0.5,
            duration: 0,
            cost: 0,
            efficiency: 0.5
        };
    }

    update(metrics) {
        this.metrics.push({
            ...metrics,
            timestamp: Date.now()
        });

        // Update current metrics
        this.currentMetrics = {
            quality: metrics.quality || this.currentMetrics.quality,
            duration: metrics.duration || this.currentMetrics.duration,
            cost: metrics.cost || this.currentMetrics.cost,
            efficiency: metrics.efficiency || this.currentMetrics.efficiency
        };
    }

    getCurrentMetrics() {
        return this.currentMetrics;
    }

    getMetrics() {
        return {
            current: this.currentMetrics,
            history: this.metrics.slice(-10), // Last 10 metrics
            averages: this.calculateAverages()
        };
    }

    getOverallQuality() {
        if (this.metrics.length === 0) return 0.5;
        const qualities = this.metrics.map(m => m.quality || 0.5);
        return qualities.reduce((a, b) => a + b, 0) / qualities.length;
    }

    getCostEfficiency() {
        if (this.metrics.length === 0) return 0.5;
        const costs = this.metrics.map(m => m.cost || 0.01);
        const qualities = this.metrics.map(m => m.quality || 0.5);

        const avgCost = costs.reduce((a, b) => a + b, 0) / costs.length;
        const avgQuality = qualities.reduce((a, b) => a + b, 0) / qualities.length;

        return avgQuality / (avgCost * 100); // Quality per cost unit
    }

    calculateAverages() {
        if (this.metrics.length === 0) {
            return {
                quality: 0.5,
                duration: 5000,
                cost: 0.01,
                efficiency: 0.5
            };
        }

        const sums = this.metrics.reduce((acc, metric) => ({
            quality: acc.quality + (metric.quality || 0.5),
            duration: acc.duration + (metric.duration || 5000),
            cost: acc.cost + (metric.cost || 0.01),
            efficiency: acc.efficiency + (metric.efficiency || 0.5)
        }), { quality: 0, duration: 0, cost: 0, efficiency: 0 });

        const count = this.metrics.length;
        return {
            quality: sums.quality / count,
            duration: sums.duration / count,
            cost: sums.cost / count,
            efficiency: sums.efficiency / count
        };
    }
}

/**
 * Cross-Loop Learning System for knowledge sharing
 */
class CrossLoopLearningSystem {
    constructor(topic) {
        this.topic = topic;
        this.insights = new Map();
        this.patterns = [];
        this.sharedKnowledge = [];
    }

    async addInsights(loopId, insights) {
        this.insights.set(loopId, {
            insights: insights,
            timestamp: Date.now(),
            topic: this.topic
        });

        // Analyze patterns
        this.analyzePatterns();
    }

    analyzePatterns() {
        const allInsights = Array.from(this.insights.values());

        if (allInsights.length >= 2) {
            // Simple pattern detection
            const commonThemes = this.findCommonThemes(allInsights);
            this.patterns.push({
                themes: commonThemes,
                confidence: 0.7,
                timestamp: Date.now()
            });
        }
    }

    findCommonThemes(insights) {
        // Placeholder for pattern analysis
        return ['collaboration', 'optimization', 'quality_improvement'];
    }
}