/** * πŸ” CipherBrainInterface - CORRECTED v3.1 - Pure Learning & Orchestration Engine * =============================================================================== * βœ… NO HANDLER IMPORTS - Only recommends, doesn't execute * βœ… Pure learning and pattern recognition system * βœ… Handler orchestration through recommendations * βœ… Learns from handler results without directly calling them */ import * as vscode from "vscode"; import { BrainConnector } from "./BrainConnector"; import { MusicDevIntelligence } from "./MusicDevIntelligence"; // ===== ORIGINAL TYPE DEFINITIONS (PRESERVED) ===== interface CacheEntry { type: string; data: any; timestamp: Date; source: string; } interface LearningContext { recentAnalyses: CacheEntry[]; cacheSize: number; patterns: PatternData; } interface PatternData { commonComponents: string[]; frequentIssues: [string, number][]; suggestedImprovements: string[]; } interface GuitarAnalysis { components?: string[]; issues?: string[]; suggestions?: string[]; brainSuggestions?: any; workspaceContext?: any; learningInsights?: LearningContext; } interface VocalAnalysis { components?: string[]; issues?: string[]; suggestions?: string[]; brainSuggestions?: any; workspaceContext?: any; learningInsights?: LearningContext; } interface FileEvent { event: string; path: string; isMusicRelated: boolean; timestamp: Date; } interface RealLearningPattern { patternType: | "code-structure" | "error-fix" | "optimization" | "component-pattern"; beforeCode: string; afterCode: string; reasoning: string; confidence: number; applicableScenarios: string[]; learnedFrom: string; timestamp: Date; } interface LearningSession { sessionId: string; handlerName: string; patterns: RealLearningPattern[]; insights: string[]; improvements: string[]; duration: number; success: boolean; } interface CipherLearningState { isLearningEnabled: boolean; learningMode: "adaptive" | "static" | "training"; statisticalBrainActive: boolean; musicBrainActive: boolean; trainingBrainActive: boolean; totalPatternsLearned: number; lastLearningAction: Date | null; } // ===== ORCHESTRATION INTERFACES (FIXED - NO EXECUTION) ===== interface HandlerCapability { handlerName: string; category: | "core" | "music" | "routes" | "deployment" | "utilities" | "intelligence" | "import-export"; capabilities: string[]; strengths: string[]; limitations: string[]; successRate: number; averageExecutionTime: number; lastUsed: Date | null; confidence: number; } interface ProblemClassification { problemType: | "syntax-error" | "structural-issue" | "optimization-needed" | "component-creation" | "music-analysis" | "guitar-analysis" | "vocal-analysis" | "audio-creation" | "route-issue" | "route-health" | "route-visualization" | "deployment-task" | "test-generation" | "performance-issue" | "complex-refactor" | "simple-fix" | "unknown"; complexity: "simple" | "moderate" | "complex" | "expert"; confidence: number; indicators: string[]; context: any; } interface HandlerRecommendation { handlerName: string; confidence: number; reasoning: string; estimatedSuccessRate: number; fallbackHandlers: string[]; executionOrder: number; } interface OrchestrationResult { primaryHandler: string; backupHandlers: string[]; reasoning: string; confidence: number; classification: ProblemClassification; recommendations: HandlerRecommendation[]; } interface IntegrationStatus { brain: any; musicIntelligence: any; cache: { size: number; lastUpdate: Date | null; }; integration: { initialized: boolean; version: string; brainConnected?: boolean; musicIntelligenceActive?: boolean; learningActive?: boolean; orchestrationActive?: boolean; }; capabilities?: { guitarAnalysis: boolean; vocalAnalysis: boolean; patternRecognition: boolean; personalizedSuggestions: boolean; crossSystemLearning: boolean; musicTheoryIntegration: boolean; realPatternLearning?: boolean; patternMatching?: boolean; adaptiveLearning?: boolean; handlerOrchestration?: boolean; intelligentRouting?: boolean; problemClassification?: boolean; }; learning?: CipherLearningState; realPatterns?: { total: number; byType: Record; }; orchestration?: { handlersRegistered: number; routingDecisions: number; successfulRoutes: number; lastRouting: Date | null; }; } export class CipherBrainInterface { private static instance: CipherBrainInterface; private brainConnector: BrainConnector; private musicIntelligence: MusicDevIntelligence; private learningCache: Map = new Map(); // βœ… ORIGINAL: Real learning components private realLearningPatterns: Map = new Map(); private learningSessions: LearningSession[] = []; private learningState: CipherLearningState; // πŸš€ FIXED: Handler orchestration components (RECOMMENDATION ONLY) private handlerCapabilities: Map = new Map(); private routingDecisions: Map = new Map(); private orchestrationEnabled: boolean = true; private constructor() { this.brainConnector = BrainConnector.getInstance(); this.musicIntelligence = new MusicDevIntelligence(this.brainConnector); // βœ… Initialize enhanced learning state this.learningState = { isLearningEnabled: true, learningMode: "adaptive", statisticalBrainActive: true, musicBrainActive: true, trainingBrainActive: false, totalPatternsLearned: 0, lastLearningAction: null, }; // πŸš€ Initialize handler orchestration this.initializeHandlerCapabilities(); // 🎯 ORCHESTRATION ENABLED - Handler patterns discovered! this.orchestrationEnabled = true; console.log( "πŸ” CipherBrainInterface v3.1 initialized - Pure Learning & Orchestration" ); } static getInstance(): CipherBrainInterface { if (!CipherBrainInterface.instance) { CipherBrainInterface.instance = new CipherBrainInterface(); } return CipherBrainInterface.instance; } // ============================================================================= // πŸš€ FIXED: HANDLER ORCHESTRATION SYSTEM (RECOMMENDATION ONLY) // ============================================================================= /** * 🎯 Initialize Handler Capabilities Database */ private initializeHandlerCapabilities(): void { // CORE HANDLERS this.registerHandler("analyzeCurrentFileHandler", { category: "core", capabilities: ["file-analysis", "syntax-checking", "quality-assessment"], strengths: [ "TypeScript analysis", "component analysis", "error detection", ], limitations: ["cannot fix issues", "read-only analysis"], successRate: 0.9, averageExecutionTime: 2000, }); this.registerHandler("smartFileRebuilderHandler", { category: "core", capabilities: [ "structural-refactoring", "complex-fixes", "component-creation", "hook-restructuring", ], strengths: [ "BadHooks fixes", "SVG modules", "complex rebuilds", "architectural changes", ], limitations: ["slower execution", "requires valid input"], successRate: 0.85, averageExecutionTime: 5000, }); this.registerHandler("autoFixCurrentFileHandler", { category: "core", capabilities: ["auto-repair", "syntax-fixes", "import-fixes"], strengths: ["automated fixes", "common errors", "fast turnaround"], limitations: ["limited fix types", "cannot handle complex issues"], successRate: 0.8, averageExecutionTime: 1500, }); this.registerHandler("quickFileFixHandler", { category: "core", capabilities: ["quick-fixes", "simple-repairs", "minor-issues"], strengths: ["fast execution", "simple problems", "immediate fixes"], limitations: ["simple fixes only", "cannot handle complex issues"], successRate: 0.75, averageExecutionTime: 1000, }); // INTELLIGENCE HANDLERS this.registerHandler("brainFixer", { category: "intelligence", capabilities: [ "simple-fixes", "pattern-matching", "training", "quick-repairs", ], strengths: [ "missing imports", "syntax errors", "fast execution", "learning", ], limitations: ["simple fixes only", "cannot restructure"], successRate: 0.75, averageExecutionTime: 1000, }); this.registerHandler("trainBrainRunner", { category: "intelligence", capabilities: ["brain-training", "pattern-learning", "fix-practice"], strengths: ["learning enhancement", "pattern recognition", "training"], limitations: ["training only", "not for production fixes"], successRate: 0.8, averageExecutionTime: 3000, }); // MUSIC HANDLERS this.registerHandler("analyzeGuitarComponentsHandler", { category: "music", capabilities: ["guitar-analysis", "chord-detection", "music-components"], strengths: ["guitar expertise", "music theory", "component analysis"], limitations: ["music files only", "specialized domain"], successRate: 0.9, averageExecutionTime: 3000, }); this.registerHandler("generateGuitarComponentHandler", { category: "music", capabilities: [ "guitar-component-creation", "music-generation", "code-generation", ], strengths: ["custom guitar components", "music-specific logic"], limitations: ["guitar domain only", "requires music context"], successRate: 0.85, averageExecutionTime: 4000, }); this.registerHandler("analyzeVocalComponentsHandler", { category: "music", capabilities: ["vocal-analysis", "voice-processing", "music-components"], strengths: [ "vocal technique analysis", "voice coaching", "audio processing", ], limitations: ["vocal domain only", "requires audio context"], successRate: 0.88, averageExecutionTime: 3500, }); this.registerHandler("createSongwritersStudioHandler", { category: "music", capabilities: ["audio-creation", "songwriting", "studio-setup"], strengths: [ "audio studio creation", "songwriting tools", "music production", ], limitations: ["audio domain only", "complex setup"], successRate: 0.83, averageExecutionTime: 5000, }); // ROUTE HANDLERS this.registerHandler("analyzeRoutesHandler", { category: "routes", capabilities: [ "route-analysis", "dependency-mapping", "navigation-structure", ], strengths: [ "route visualization", "dependency detection", "structure analysis", ], limitations: ["routes only", "cannot fix issues"], successRate: 0.88, averageExecutionTime: 3500, }); this.registerHandler("showRouteTreeHandler", { category: "routes", capabilities: [ "route-visualization", "tree-display", "navigation-structure", ], strengths: [ "visual route trees", "clear navigation", "ASCII art display", ], limitations: ["visualization only", "read-only"], successRate: 0.95, averageExecutionTime: 2000, }); this.registerHandler("auditRouteHealthHandler", { category: "routes", capabilities: ["route-health", "error-detection", "performance-analysis"], strengths: [ "health monitoring", "error detection", "performance metrics", ], limitations: ["audit only", "cannot auto-fix"], successRate: 0.92, averageExecutionTime: 4000, }); this.registerHandler("autoFixRoutesHandler", { category: "routes", capabilities: [ "route-fixes", "navigation-repair", "routing-optimization", ], strengths: [ "route repairs", "automated fixes", "performance improvements", ], limitations: ["routes only", "moderate complexity"], successRate: 0.82, averageExecutionTime: 4000, }); this.registerHandler("createVisualRouteMapHandler", { category: "routes", capabilities: [ "route-mapping", "visual-representation", "navigation-overview", ], strengths: [ "visual route maps", "comprehensive overview", "interactive display", ], limitations: ["visualization only", "read-only"], successRate: 0.9, averageExecutionTime: 3000, }); // UTILITIES HANDLERS this.registerHandler("optimizePerformanceHandler", { category: "utilities", capabilities: [ "performance-analysis", "optimization", "code-improvement", ], strengths: [ "performance gains", "bundle optimization", "memory improvements", ], limitations: ["optimization focus only", "may require manual review"], successRate: 0.85, averageExecutionTime: 6000, }); this.registerHandler("generateTestsHandler", { category: "import-export", capabilities: [ "test-generation", "coverage-improvement", "quality-assurance", ], strengths: [ "comprehensive tests", "coverage analysis", "automated generation", ], limitations: ["test generation only", "may need refinement"], successRate: 0.87, averageExecutionTime: 4500, }); // DEPLOYMENT HANDLERS this.registerHandler("deployToVercelHandler", { category: "deployment", capabilities: ["vercel-deployment", "automated-deployment", "ci-cd"], strengths: ["vercel integration", "automated process", "fast deployment"], limitations: ["vercel only", "requires setup"], successRate: 0.9, averageExecutionTime: 15000, }); console.log( `🎯 Initialized ${this.handlerCapabilities.size} handler capabilities` ); } /** * πŸ“ Register Handler Capabilities */ private registerHandler( handlerName: string, capabilities: Partial ): void { const handler: HandlerCapability = { handlerName, category: capabilities.category || "utilities", capabilities: capabilities.capabilities || [], strengths: capabilities.strengths || [], limitations: capabilities.limitations || [], successRate: capabilities.successRate || 0.7, averageExecutionTime: capabilities.averageExecutionTime || 3000, lastUsed: null, confidence: capabilities.successRate || 0.7, }; this.handlerCapabilities.set(handlerName, handler); } /** * 🧠 Analyze Problem and Classify */ async classifyProblem( code: string, filePath: string, context: any = {} ): Promise { const indicators: string[] = []; let problemType: ProblemClassification["problemType"] = "unknown"; let complexity: ProblemClassification["complexity"] = "moderate"; let confidence = 0.5; try { // STRUCTURAL ISSUES if ( code.includes("if (") && (code.includes("useState") || code.includes("useEffect")) ) { problemType = "structural-issue"; complexity = "complex"; confidence = 0.9; indicators.push("Conditional hooks detected"); indicators.push("Requires structural refactoring"); } // SYNTAX ERRORS else if (code.includes("import") && code.includes('from "";')) { problemType = "syntax-error"; complexity = "simple"; confidence = 0.85; indicators.push("Missing import paths"); } // MISSING BRACKETS/SYNTAX else if (this.hasMissingBrackets(code)) { problemType = "syntax-error"; complexity = "simple"; confidence = 0.8; indicators.push("Missing brackets or syntax"); } // COMPONENT CREATION else if (context.action === "create-component" || !code.trim()) { problemType = "component-creation"; complexity = "moderate"; confidence = 0.9; indicators.push("New component creation requested"); } // MUSIC ANALYSIS else if (this.isMusicRelated(filePath, code)) { problemType = "music-analysis"; complexity = "moderate"; confidence = 0.85; indicators.push("Music-related code detected"); } // PERFORMANCE ISSUES else if (this.hasPerformanceIssues(code)) { problemType = "performance-issue"; complexity = "moderate"; confidence = 0.8; indicators.push("Performance optimization opportunities"); } // ROUTE ISSUES else if (this.isRouteRelated(filePath, code)) { problemType = "route-issue"; complexity = "moderate"; confidence = 0.85; indicators.push("Route or navigation related"); } // COMPLEX REFACTORING else if (code.length > 1000 && this.hasComplexStructure(code)) { problemType = "complex-refactor"; complexity = "expert"; confidence = 0.7; indicators.push("Large file requiring refactoring"); } // SIMPLE FIXES else if (this.hasSimpleIssues(code)) { problemType = "simple-fix"; complexity = "simple"; confidence = 0.8; indicators.push("Simple fixes detected"); } // Learn from classification await this.learnFromHandlerAction( "problem-classifier", "classification", "success", { problemType, complexity, confidence, filePath, } ); } catch (error) { console.warn("Problem classification failed:", error); await this.learnFromHandlerAction( "problem-classifier", "classification", "failure", { error } ); } return { problemType, complexity, confidence, indicators, context: { filePath, codeLength: code.length, ...context }, }; } /** * 🎯 Get Optimal Handler Recommendation */ async getOptimalHandler( problem: ProblemClassification ): Promise { const recommendations: HandlerRecommendation[] = []; let primaryHandler = ""; let reasoning = ""; try { // Get matching handlers based on problem type const matchingHandlers = this.findMatchingHandlers(problem); // Score and rank handlers for (const handler of matchingHandlers) { const score = this.calculateHandlerScore(handler, problem); recommendations.push({ handlerName: handler.handlerName, confidence: score, reasoning: this.generateHandlerReasoning(handler, problem), estimatedSuccessRate: handler.successRate * score, fallbackHandlers: this.getFallbackHandlers(handler, problem), executionOrder: recommendations.length + 1, }); } // Sort by confidence recommendations.sort((a, b) => b.confidence - a.confidence); // Select primary handler if (recommendations.length > 0) { primaryHandler = recommendations[0].handlerName; reasoning = recommendations[0].reasoning; } // Generate orchestration result const result: OrchestrationResult = { primaryHandler: primaryHandler || "smartFileRebuilderHandler", // fallback backupHandlers: recommendations.slice(1, 4).map((r) => r.handlerName), reasoning: reasoning || "Default intelligent routing", confidence: recommendations[0]?.confidence || 0.7, classification: problem, recommendations, }; // Cache the decision const decisionKey = `${problem.problemType}-${Date.now()}`; this.routingDecisions.set(decisionKey, result); // Learn from routing decision await this.learnFromHandlerAction("orchestrator", "routing", "success", { problemType: problem.problemType, primaryHandler, confidence: result.confidence, }); console.log( `🎯 Orchestration: ${ problem.problemType } β†’ ${primaryHandler} (${Math.round( result.confidence * 100 )}% confidence)` ); return result; } catch (error) { console.error("🚨 Orchestration failed:", error); // Learn from orchestration failures await this.learnFromHandlerAction( "orchestrator", "orchestration", "failure", { error: error instanceof Error ? error.message : String(error), } ); // Return safe fallback return { primaryHandler: "smartFileRebuilderHandler", backupHandlers: ["autoFixCurrentFileHandler", "brainFixer"], reasoning: "Orchestration error - using intelligent fallback", confidence: 0.5, classification: problem, recommendations: [], }; } } // ===== PROBLEM DETECTION HELPERS ===== private hasMissingBrackets(code: string): boolean { const openBrackets = (code.match(/\{/g) || []).length; const closeBrackets = (code.match(/\}/g) || []).length; const openParens = (code.match(/\(/g) || []).length; const closeParens = (code.match(/\)/g) || []).length; return openBrackets !== closeBrackets || openParens !== closeParens; } private isMusicRelated(filePath: string, code: string): boolean { const musicKeywords = [ "guitar", "vocal", "audio", "music", "chord", "note", "sound", "theory", "tab", ]; const filePathLower = filePath.toLowerCase(); const codeLower = code.toLowerCase(); return musicKeywords.some( (keyword) => filePathLower.includes(keyword) || codeLower.includes(keyword) ); } private hasPerformanceIssues(code: string): boolean { const performanceIssues = [ code.includes(".map(") && !code.includes("useMemo"), code.includes("onClick") && !code.includes("useCallback"), code.includes("useState") && code.length > 500 && !code.includes("React.memo"), code.includes("useEffect") && code.split("useEffect").length > 3, ]; return performanceIssues.filter(Boolean).length >= 2; } private isRouteRelated(filePath: string, code: string): boolean { const routeIndicators = [ "route", "router", "navigation", "Link", "useNavigate", "useParams", ]; return routeIndicators.some( (indicator) => filePath.includes(indicator) || code.includes(indicator) ); } private hasComplexStructure(code: string): boolean { const complexityIndicators = [ (code.match(/function/g) || []).length > 5, (code.match(/interface/g) || []).length > 3, (code.match(/import/g) || []).length > 10, code.includes("class ") && (code.match(/method/g) || []).length > 5, ]; return complexityIndicators.filter(Boolean).length >= 2; } private hasSimpleIssues(code: string): boolean { const simpleIssues = [ code.includes('from ""'), code.includes(";;"), code.includes("missing"), code.includes("undefined") && code.length < 500, ]; return simpleIssues.filter(Boolean).length > 0; } // ===== HANDLER MATCHING AND SCORING ===== private findMatchingHandlers( problem: ProblemClassification ): HandlerCapability[] { const matching: HandlerCapability[] = []; for (const handler of this.handlerCapabilities.values()) { let isMatch = false; // Check capabilities match switch (problem.problemType) { case "structural-issue": isMatch = handler.capabilities.includes("structural-refactoring") || handler.capabilities.includes("complex-fixes"); break; case "syntax-error": case "simple-fix": isMatch = handler.capabilities.includes("simple-fixes") || handler.capabilities.includes("auto-repair") || handler.capabilities.includes("syntax-fixes"); break; case "component-creation": isMatch = handler.capabilities.includes("component-creation") || handler.capabilities.includes("code-generation"); break; case "music-analysis": isMatch = handler.category === "music" || handler.capabilities.includes("guitar-analysis") || handler.capabilities.includes("vocal-analysis") || handler.capabilities.includes("music-components"); break; case "guitar-analysis": isMatch = handler.capabilities.includes("guitar-analysis") || handler.capabilities.includes("chord-detection"); break; case "vocal-analysis": isMatch = handler.capabilities.includes("vocal-analysis") || handler.capabilities.includes("voice-processing"); break; case "audio-creation": isMatch = handler.capabilities.includes("audio-creation") || handler.capabilities.includes("songwriting"); break; case "route-issue": isMatch = handler.category === "routes" || handler.capabilities.includes("route-analysis"); break; case "route-health": isMatch = handler.capabilities.includes("route-health") || handler.capabilities.includes("error-detection"); break; case "route-visualization": isMatch = handler.capabilities.includes("route-visualization") || handler.capabilities.includes("tree-display"); break; case "performance-issue": isMatch = handler.capabilities.includes("performance-analysis") || handler.capabilities.includes("optimization"); break; case "test-generation": isMatch = handler.capabilities.includes("test-generation"); break; default: // For unknown or complex problems, include general-purpose handlers isMatch = handler.capabilities.includes("structural-refactoring") || handler.capabilities.includes("file-analysis"); } if (isMatch) { matching.push(handler); } } // If no specific matches, add default capable handlers if (matching.length === 0) { const fallbackHandlers = [ "smartFileRebuilderHandler", "autoFixCurrentFileHandler", "brainFixer", ]; for (const handlerName of fallbackHandlers) { const handler = this.handlerCapabilities.get(handlerName); if (handler) { matching.push(handler); } } } return matching; } private calculateHandlerScore( handler: HandlerCapability, problem: ProblemClassification ): number { let score = 0.5; // Base score // Success rate factor score += handler.successRate * 0.3; // Capability matching const capabilityMatch = this.getCapabilityMatchScore(handler, problem); score += capabilityMatch * 0.3; // Complexity alignment const complexityAlignment = this.getComplexityAlignment(handler, problem); score += complexityAlignment * 0.2; // Recent usage (recency bias) if (handler.lastUsed) { const daysSinceUsed = (Date.now() - handler.lastUsed.getTime()) / (1000 * 60 * 60 * 24); if (daysSinceUsed < 7) { score += 0.1; // Recent usage bonus } } // Confidence factor score += handler.confidence * 0.1; return Math.min(1.0, Math.max(0.1, score)); } private getCapabilityMatchScore( handler: HandlerCapability, problem: ProblemClassification ): number { const relevantCapabilities = this.getRelevantCapabilities( problem.problemType ); let matches = 0; for (const capability of handler.capabilities) { if (relevantCapabilities.includes(capability)) { matches++; } } return matches / Math.max(1, relevantCapabilities.length); } private getRelevantCapabilities(problemType: string): string[] { const capabilityMap: Record = { "structural-issue": [ "structural-refactoring", "complex-fixes", "hook-restructuring", ], "syntax-error": ["simple-fixes", "syntax-fixes", "auto-repair"], "simple-fix": ["simple-fixes", "pattern-matching", "quick-repairs"], "component-creation": ["component-creation", "code-generation"], "music-analysis": [ "guitar-analysis", "vocal-analysis", "music-components", "audio-creation", ], "guitar-analysis": [ "guitar-analysis", "chord-detection", "music-components", ], "vocal-analysis": [ "vocal-analysis", "voice-processing", "music-components", ], "audio-creation": ["audio-creation", "songwriting", "studio-setup"], "route-issue": ["route-analysis", "navigation-repair"], "route-health": [ "route-health", "error-detection", "performance-analysis", ], "route-visualization": [ "route-visualization", "tree-display", "navigation-structure", ], "performance-issue": ["performance-analysis", "optimization"], "test-generation": ["test-generation", "coverage-improvement"], }; return capabilityMap[problemType] || ["file-analysis", "general-purpose"]; } private getComplexityAlignment( handler: HandlerCapability, problem: ProblemClassification ): number { // Simple handlers for simple problems, complex handlers for complex problems const handlerComplexity = this.getHandlerComplexity(handler); if (problem.complexity === "simple" && handlerComplexity === "simple") return 1.0; if (problem.complexity === "moderate" && handlerComplexity === "moderate") return 1.0; if (problem.complexity === "complex" && handlerComplexity === "complex") return 1.0; if (problem.complexity === "expert" && handlerComplexity === "complex") return 0.9; // Penalize over-engineering (complex handler for simple problem) if (problem.complexity === "simple" && handlerComplexity === "complex") return 0.3; return 0.6; // Moderate mismatch } private getHandlerComplexity( handler: HandlerCapability ): "simple" | "moderate" | "complex" { if ( handler.capabilities.includes("simple-fixes") || handler.capabilities.includes("quick-repairs") ) { return "simple"; } if ( handler.capabilities.includes("structural-refactoring") || handler.capabilities.includes("complex-fixes") ) { return "complex"; } return "moderate"; } private getFallbackHandlers( primaryHandler: HandlerCapability, problem: ProblemClassification ): string[] { const fallbacks: string[] = []; // General fallback strategy if (primaryHandler.handlerName !== "smartFileRebuilderHandler") { fallbacks.push("smartFileRebuilderHandler"); } if (primaryHandler.handlerName !== "autoFixCurrentFileHandler") { fallbacks.push("autoFixCurrentFileHandler"); } if (primaryHandler.handlerName !== "brainFixer") { fallbacks.push("brainFixer"); } return fallbacks.slice(0, 2); // Limit to 2 fallbacks } private generateHandlerReasoning( handler: HandlerCapability, problem: ProblemClassification ): string { const reasons: string[] = []; if (handler.successRate > 0.8) { reasons.push( `High success rate (${Math.round(handler.successRate * 100)}%)` ); } for (const strength of handler.strengths) { if (this.isStrengthRelevant(strength, problem)) { reasons.push(`Strong in ${strength}`); } } if ( problem.complexity === "complex" && handler.capabilities.includes("structural-refactoring") ) { reasons.push("Handles complex structural changes"); } if ( problem.complexity === "simple" && handler.capabilities.includes("simple-fixes") ) { reasons.push("Optimized for quick fixes"); } return reasons.length > 0 ? reasons.join(", ") : "General capability match"; } private isStrengthRelevant( strength: string, problem: ProblemClassification ): boolean { const strengthKeywords = strength.toLowerCase(); const problemIndicators = problem.indicators.join(" ").toLowerCase(); return ( problemIndicators.includes(strengthKeywords) || problem.problemType.includes(strengthKeywords.split(" ")[0]) ); } private updateHandlerUsage(handlerName: string): void { const handler = this.handlerCapabilities.get(handlerName); if (handler) { handler.lastUsed = new Date(); // Slight confidence boost for usage handler.confidence = Math.min(1.0, handler.confidence + 0.01); this.handlerCapabilities.set(handlerName, handler); } } // ============================================================================= // 🎯 PUBLIC RECOMMENDATION API METHODS (FIXED - NO EXECUTION) // ============================================================================= /** * 🧠 Main Orchestration Method - The Brain's Decision Engine */ async orchestrateHandler( code: string, filePath: string, action: string = "auto", context: any = {} ): Promise { if (!this.orchestrationEnabled) { // Fallback to traditional routing return { primaryHandler: "smartFileRebuilderHandler", backupHandlers: ["autoFixCurrentFileHandler"], reasoning: "Orchestration disabled - using fallback", confidence: 0.6, classification: { problemType: "unknown", complexity: "moderate", confidence: 0.6, indicators: ["Orchestration disabled"], context, }, recommendations: [], }; } try { console.log("🧠 Starting intelligent handler orchestration..."); // Step 1: Classify the problem const classification = await this.classifyProblem(code, filePath, { action, ...context, }); // Step 2: Get optimal handler recommendation const orchestration = await this.getOptimalHandler(classification); // Step 3: Update handler usage statistics this.updateHandlerUsage(orchestration.primaryHandler); console.log( `🎯 Orchestration Complete: ${classification.problemType} β†’ ${orchestration.primaryHandler}` ); return orchestration; } catch (error) { console.error("🚨 Orchestration failed:", error); // Learn from orchestration failures await this.learnFromHandlerAction( "orchestrator", "orchestration", "failure", { error: error instanceof Error ? error.message : String(error), filePath, action, } ); // Return safe fallback return { primaryHandler: "smartFileRebuilderHandler", backupHandlers: ["autoFixCurrentFileHandler", "brainFixer"], reasoning: "Orchestration error - using intelligent fallback", confidence: 0.5, classification: { problemType: "unknown", complexity: "moderate", confidence: 0.5, indicators: ["Orchestration error"], context, }, recommendations: [], }; } } /** * 🎯 Get Handler Recommendation for Specific Problem */ async getHandlerRecommendation( problemDescription: string, context: any = {} ): Promise { try { // Create mock classification based on description const classification: ProblemClassification = { problemType: this.inferProblemType(problemDescription), complexity: this.inferComplexity(problemDescription), confidence: 0.7, indicators: [problemDescription], context, }; const orchestration = await this.getOptimalHandler(classification); return [ orchestration.primaryHandler, ...orchestration.backupHandlers, ].slice(0, 3); } catch (error) { console.error("Handler recommendation failed:", error); return [ "smartFileRebuilderHandler", "autoFixCurrentFileHandler", "brainFixer", ]; } } private inferProblemType( description: string ): ProblemClassification["problemType"] { const desc = description.toLowerCase(); if (desc.includes("hook") && desc.includes("conditional")) return "structural-issue"; if (desc.includes("missing") && desc.includes("import")) return "syntax-error"; if (desc.includes("create") && desc.includes("component")) return "component-creation"; // Music-specific inference if (desc.includes("guitar")) return "guitar-analysis"; if (desc.includes("vocal") || desc.includes("voice")) return "vocal-analysis"; if (desc.includes("audio") || desc.includes("studio")) return "audio-creation"; if (desc.includes("music") || desc.includes("song")) return "music-analysis"; // Route-specific inference if (desc.includes("health") && desc.includes("route")) return "route-health"; if (desc.includes("tree") && desc.includes("route")) return "route-visualization"; if (desc.includes("route") || desc.includes("navigation")) return "route-issue"; if (desc.includes("performance") || desc.includes("optimize")) return "performance-issue"; if (desc.includes("test")) return "test-generation"; if (desc.includes("complex") || desc.includes("refactor")) return "complex-refactor"; if (desc.includes("simple") || desc.includes("quick")) return "simple-fix"; return "unknown"; } private inferComplexity( description: string ): ProblemClassification["complexity"] { const desc = description.toLowerCase(); if ( desc.includes("complex") || desc.includes("structural") || desc.includes("refactor") ) return "complex"; if (desc.includes("expert") || desc.includes("advanced")) return "expert"; if ( desc.includes("simple") || desc.includes("quick") || desc.includes("minor") ) return "simple"; return "moderate"; } /** * πŸ“Š Get Smart Recommendation - Public API */ async getSmartRecommendation( filePath?: string ): Promise { const editor = vscode.window.activeTextEditor; if (!editor && !filePath) { throw new Error("No active file to analyze"); } const code = editor ? editor.document.getText() : ""; const targetPath = filePath || editor!.document.fileName; return await this.orchestrateHandler(code, targetPath, "recommendation"); } /** * πŸ”„ Toggle Orchestration System */ toggleOrchestration(): boolean { this.orchestrationEnabled = !this.orchestrationEnabled; console.log( `🎯 Handler Orchestration ${ this.orchestrationEnabled ? "ENABLED" : "DISABLED" }` ); return this.orchestrationEnabled; } /** * πŸ“Š Get Orchestration Statistics */ getOrchestrationStats(): any { const totalDecisions = this.routingDecisions.size; const handlerUsage = new Map(); for (const decision of this.routingDecisions.values()) { const handler = decision.primaryHandler; handlerUsage.set(handler, (handlerUsage.get(handler) || 0) + 1); } const mostUsedHandler = Array.from(handlerUsage.entries()).sort( ([, a], [, b]) => b - a )[0]; return { orchestrationEnabled: this.orchestrationEnabled, totalRoutingDecisions: totalDecisions, handlersRegistered: this.handlerCapabilities.size, mostUsedHandler: mostUsedHandler ? { name: mostUsedHandler[0], usageCount: mostUsedHandler[1], } : null, handlerUsageBreakdown: Object.fromEntries(handlerUsage), averageConfidence: totalDecisions > 0 ? Array.from(this.routingDecisions.values()).reduce( (sum, d) => sum + d.confidence, 0 ) / totalDecisions : 0, }; } // ============================================================================= // βœ… ORIGINAL LEARNING METHODS (PRESERVED COMPLETELY) // ============================================================================= /** * πŸš€ Initialize Cipher-Brain Integration */ async initialize(): Promise { console.log( "πŸš€ Initializing enhanced Cipher-Brain integration with orchestration..." ); try { // Initialize Brain connection const brainConnected = await this.brainConnector.initialize(); // Initialize music intelligence await this.musicIntelligence.initialize(); // Start file watching for learning this.startFileWatching(); // Load persistent learning data await this.loadLearningData(); // Load orchestration data await this.loadOrchestrationData(); console.log( `βœ… Enhanced Cipher-Brain integration ready (Brain: ${ brainConnected ? "Connected" : "Simulation" }, Orchestration: ${this.orchestrationEnabled ? "Active" : "Disabled"})` ); } catch (error) { console.error("❌ Cipher-Brain initialization failed:", error); throw error; } } /** * πŸ”„ Toggle Learning - REAL IMPLEMENTATION WITH SYNC */ toggleLearning(): boolean { this.learningState.isLearningEnabled = !this.learningState.isLearningEnabled; // Update learning mode based on state if (this.learningState.isLearningEnabled) { this.learningState.learningMode = "adaptive"; this.startActiveLearning(); } else { this.learningState.learningMode = "static"; this.pauseLearning(); } // βœ… SYNC WITH STATISTICAL BRAIN try { const cipherBrain = (this.brainConnector as any).getCipherBrain?.(); if (cipherBrain) { cipherBrain.toggleLearning(); console.log("πŸ”— Synced learning state with statistical brain"); } } catch (error) { console.warn("Failed to sync with CipherBrain:", error); } // Persist learning state this.persistLearningData(); const status = this.learningState.isLearningEnabled ? "ENABLED" : "DISABLED"; console.log( `πŸ”„ Adaptive Learning ${status}! Mode: ${this.learningState.learningMode}` ); return this.learningState.isLearningEnabled; } /** * πŸ“Š Get Learning Status - ENHANCED */ getLearningStatus(): CipherLearningState { return { ...this.learningState }; } /** * 🎯 Learn From Handler Action - REAL LEARNING ENGINE (ENHANCED) */ async learnFromHandlerAction( handlerName: string, actionType: string, result: "success" | "failure", context: any ): Promise { if (!this.learningState.isLearningEnabled) { console.log("πŸ“΄ Learning disabled - skipping handler action"); return; } this.learningState.lastLearningAction = new Date(); try { // 🧠 Statistical Learning (existing) await this.brainConnector.learnFromAction?.(actionType, result, context); // 🎯 Real Pattern Learning (NEW) if (result === "success" && context) { await this.extractRealLearningPattern(handlerName, actionType, context); } // 🎡 Music-specific Learning if (this.isMusicRelatedAction(actionType)) { await this.musicIntelligence.learnFromAnalysis(context); } // πŸš€ NEW: Learn from orchestration decisions if (actionType === "orchestration" && result === "success") { await this.learnFromOrchestrationSuccess(handlerName, context); } this.learningState.totalPatternsLearned++; console.log(`🧠 Learned from ${handlerName}.${actionType} (${result})`); // Update learning session await this.updateLearningSession( handlerName, actionType, result, context ); } catch (error) { console.error("Learning from handler action failed:", error); } } /** * 🎯 Learn from Successful Orchestration */ private async learnFromOrchestrationSuccess( handlerName: string, context: any ): Promise { if (context.problemType && context.primaryHandler) { // Reinforce successful routing patterns const pattern: RealLearningPattern = { patternType: "component-pattern", beforeCode: `Problem: ${context.problemType}`, afterCode: `Handler: ${context.primaryHandler}`, reasoning: `Successful routing: ${context.problemType} β†’ ${context.primaryHandler}`, confidence: context.confidence || 0.8, applicableScenarios: [context.problemType, "orchestration", "routing"], learnedFrom: "orchestration-engine", timestamp: new Date(), }; const patternId = `orchestration-${context.problemType}-${Date.now()}`; this.realLearningPatterns.set(patternId, pattern); } } /** * πŸ” Extract Real Learning Pattern - ACTUAL LEARNING */ private async extractRealLearningPattern( handlerName: string, actionType: string, context: any ): Promise { try { let pattern: RealLearningPattern | null = null; // Extract different types of learning patterns switch (actionType) { case "file-analysis": pattern = await this.extractFileAnalysisPattern(context); break; case "component-creation": pattern = await this.extractComponentPattern(context); break; case "auto-fix": pattern = await this.extractAutoFixPattern(context); break; case "optimization": pattern = await this.extractOptimizationPattern(context); break; case "guitar-analysis": pattern = await this.extractGuitarAnalysisPattern(context); break; case "vocal-analysis": pattern = await this.extractVocalAnalysisPattern(context); break; default: pattern = await this.extractGenericPattern(actionType, context); } if (pattern) { const patternId = `${handlerName}-${actionType}-${Date.now()}`; this.realLearningPatterns.set(patternId, pattern); console.log( `🎯 Learned real pattern: ${pattern.patternType} from ${handlerName}` ); // Persist immediately this.persistLearningData(); } } catch (error) { console.warn("Failed to extract learning pattern:", error); } } /** * πŸ“ Extract File Analysis Pattern */ private async extractFileAnalysisPattern( context: any ): Promise { if (!context.fileName) return null; return { patternType: "code-structure", beforeCode: context.originalCode || "File analysis requested", afterCode: context.analysisResult || "Analysis completed successfully", reasoning: `File ${context.fileName} analyzed: ${ context.issues?.length || 0 } issues, ${context.suggestions?.length || 0} suggestions`, confidence: 0.8, applicableScenarios: [ context.fileType || "unknown", "code-analysis", "quality-check", ], learnedFrom: "file-analysis-handler", timestamp: new Date(), }; } /** * πŸ”§ Extract Auto-Fix Pattern */ private async extractAutoFixPattern( context: any ): Promise { if (!context.originalCode && !context.fixType) return null; return { patternType: "error-fix", beforeCode: context.originalCode?.substring(0, 200) || "Code with errors", afterCode: context.fixedCode?.substring(0, 200) || "Fixed code", reasoning: `Auto-fix applied: ${context.fixType || "general fix"} - ${ context.description || "error resolved" }`, confidence: context.confidence || 0.9, applicableScenarios: [ "syntax-error", "auto-fix", context.fixType || "general", ], learnedFrom: "auto-fix-handler", timestamp: new Date(), }; } /** * πŸ—οΈ Extract Component Pattern */ private async extractComponentPattern( context: any ): Promise { if (!context.componentName && !context.componentType) return null; return { patternType: "component-pattern", beforeCode: "Component creation requested", afterCode: `${context.componentType || "React"} component created`, reasoning: `Successfully created ${ context.componentName || "component" } (${context.componentType || "unknown type"})`, confidence: 0.85, applicableScenarios: [ context.componentType || "react", "component-creation", "code-generation", ], learnedFrom: "component-creation-handler", timestamp: new Date(), }; } /** * ⚑ Extract Optimization Pattern */ private async extractOptimizationPattern( context: any ): Promise { return { patternType: "optimization", beforeCode: context.beforeOptimization || "Code before optimization", afterCode: context.afterOptimization || "Code after optimization", reasoning: `Optimization applied: ${ context.optimizationType || "performance" } - ${context.improvement || "improved performance"}`, confidence: context.confidence || 0.8, applicableScenarios: [ "performance", "optimization", context.optimizationType || "general", ], learnedFrom: "optimization-handler", timestamp: new Date(), }; } /** * 🎸 Extract Guitar Analysis Pattern */ private async extractGuitarAnalysisPattern( context: any ): Promise { return { patternType: "component-pattern", beforeCode: "Guitar component analysis requested", afterCode: `Guitar analysis completed: ${ context.componentsFound || 0 } components`, reasoning: `Guitar analysis: ${context.chords || 0} chords, ${ context.progressions || 0 } progressions detected`, confidence: 0.9, applicableScenarios: [ "guitar", "music", "audio-components", "music-theory", ], learnedFrom: "guitar-analysis-handler", timestamp: new Date(), }; } /** * 🎀 Extract Vocal Analysis Pattern */ private async extractVocalAnalysisPattern( context: any ): Promise { return { patternType: "component-pattern", beforeCode: "Vocal component analysis requested", afterCode: `Vocal analysis completed: ${ context.componentsFound || 0 } components`, reasoning: `Vocal analysis: ${context.techniques || 0} techniques, ${ context.ranges || 0 } ranges detected`, confidence: 0.9, applicableScenarios: [ "vocal", "music", "audio-components", "voice-processing", ], learnedFrom: "vocal-analysis-handler", timestamp: new Date(), }; } /** * πŸ”§ Extract Generic Pattern */ private async extractGenericPattern( actionType: string, context: any ): Promise { return { patternType: "code-structure", beforeCode: context.input || "Action requested", afterCode: context.output || "Action completed", reasoning: `Generic pattern from ${actionType}: ${ context.description || "successful operation" }`, confidence: 0.6, applicableScenarios: [ actionType, "generic", context.category || "unknown", ], learnedFrom: "generic-handler", timestamp: new Date(), }; } /** * πŸ“Š Update Learning Session */ private async updateLearningSession( handlerName: string, actionType: string, result: "success" | "failure", context: any ): Promise { const sessionId = `${handlerName}-${Date.now()}`; // Find or create session let session = this.learningSessions.find( (s) => s.handlerName === handlerName ); if (!session) { session = { sessionId, handlerName, patterns: [], insights: [], improvements: [], duration: 0, success: result === "success", }; this.learningSessions.push(session); } // Update session data if (context.insights) { session.insights.push(...context.insights); } if (context.improvements) { session.improvements.push(...context.improvements); } // Keep only recent sessions if (this.learningSessions.length > 50) { this.learningSessions = this.learningSessions.slice(-50); } } /** * 🎡 Check if Action is Music-Related */ private isMusicRelatedAction(actionType: string): boolean { const musicKeywords = [ "guitar", "vocal", "audio", "music", "chord", "note", "sound", "theory", ]; return musicKeywords.some((keyword) => actionType.toLowerCase().includes(keyword) ); } /** * πŸ“‚ Group Patterns by Type */ private groupPatternsByType(): Record { const groups: Record = {}; for (const pattern of this.realLearningPatterns.values()) { groups[pattern.patternType] = (groups[pattern.patternType] || 0) + 1; } return groups; } /** * πŸš€ Start Active Learning */ private startActiveLearning(): void { console.log("πŸš€ Starting active learning mode"); this.learningState.statisticalBrainActive = true; this.learningState.musicBrainActive = true; } /** * ⏸️ Pause Learning */ private pauseLearning(): void { console.log("⏸️ Pausing learning - entering static mode"); // Preserve existing patterns but stop learning new ones } /** * πŸ‘οΈ Start File Watching for Learning */ private startFileWatching(): void { const watcher = vscode.workspace.createFileSystemWatcher( "**/*.{ts,tsx,js,jsx}" ); watcher.onDidCreate((uri) => this.logFileEvent("created", uri)); watcher.onDidChange((uri) => this.logFileEvent("changed", uri)); watcher.onDidDelete((uri) => this.logFileEvent("deleted", uri)); console.log("πŸ‘οΈ File watching started for learning"); } /** * πŸ“ Log File Events for Learning */ private logFileEvent(event: string, uri: vscode.Uri): void { const isMusicFile = /\b(audio|music|sound|guitar|vocal|midi|chord|note|scale)\b/i.test( uri.fsPath ); if (isMusicFile) { const fileEventData: FileEvent = { event, path: uri.fsPath, isMusicRelated: true, timestamp: new Date(), }; this.cacheAnalysis("file-event", fileEventData); // Learn from music file events this.learnFromHandlerAction("file-watcher", "file-event", "success", { event, filePath: uri.fsPath, isMusicRelated: true, }); console.log(`🎡 Music-related file ${event}: ${uri.fsPath}`); } } /** * πŸ“š Learn from Code Analysis - ENHANCED */ async learnFromCodeAnalysis(analysis: any): Promise { try { // Cache locally this.cacheAnalysis("code-analysis", analysis); // Share with Brain for ecosystem learning await this.brainConnector.shareIntelligence("code-analysis", analysis); // Update music intelligence patterns await this.musicIntelligence.learnFromAnalysis(analysis); // βœ… NEW: Use enhanced learning system await this.learnFromHandlerAction( "code-analysis", "file-analysis", "success", { analysisData: analysis, insights: ["Code patterns analyzed", "Quality metrics updated"], } ); console.log("πŸ“š Code analysis learned and cached"); } catch (error) { console.warn("Learning from analysis failed:", error); } } /** * πŸ“Š Cache Analysis Results */ private cacheAnalysis(type: string, data: any): void { const key = `${type}_${Date.now()}`; const cacheEntry: CacheEntry = { type, data, timestamp: new Date(), source: "cipher", }; this.learningCache.set(key, cacheEntry); // Keep cache size manageable if (this.learningCache.size > 100) { const oldestKey = this.learningCache.keys().next().value; if (oldestKey) { this.learningCache.delete(oldestKey); } } } /** * 🧠 Get Learning Context */ private getLearningContext(): LearningContext { const recentAnalyses = Array.from(this.learningCache.values()) .filter((item) => Date.now() - item.timestamp.getTime() < 3600000) // Last hour .slice(-10); // Last 10 items return { recentAnalyses, cacheSize: this.learningCache.size, patterns: this.extractPatterns(recentAnalyses), }; } /** * πŸ” Extract Learning Patterns (Original) */ private extractPatterns(analyses: CacheEntry[]): PatternData { const patterns: PatternData = { commonComponents: [], frequentIssues: [], suggestedImprovements: [], }; const componentSet = new Set(); const issuesMap = new Map(); const improvementsSet = new Set(); analyses.forEach((analysis) => { if ( analysis.data?.components && Array.isArray(analysis.data.components) ) { analysis.data.components.forEach((comp: string) => componentSet.add(comp) ); } if (analysis.data?.issues && Array.isArray(analysis.data.issues)) { analysis.data.issues.forEach((issue: string) => { issuesMap.set(issue, (issuesMap.get(issue) || 0) + 1); }); } if ( analysis.data?.suggestions && Array.isArray(analysis.data.suggestions) ) { analysis.data.suggestions.forEach((suggestion: string) => improvementsSet.add(suggestion) ); } }); patterns.commonComponents = Array.from(componentSet); patterns.frequentIssues = Array.from(issuesMap.entries()); patterns.suggestedImprovements = Array.from(improvementsSet); return patterns; } // ============================================================================= // 🎡 ORIGINAL MUSIC DEVELOPMENT METHODS (ENHANCED) // ============================================================================= /** * 🎸 Analyze Guitar Components in Code - ENHANCED */ async analyzeGuitarComponents(): Promise { try { // Get guitar analysis from Brain const brainAnalysis = await this.brainConnector.getGuitarComponentSuggestions(); // Add Cipher-specific enhancements const cipherAnalysis = await this.musicIntelligence.enhanceGuitarAnalysis( brainAnalysis ); // βœ… ENHANCED: Get pattern-based suggestions const patternSuggestions = await this.getPatternBasedSuggestions( JSON.stringify(cipherAnalysis), "guitar-analysis" ); // Enhanced analysis with proper typing const enhancedAnalysis: GuitarAnalysis = { ...cipherAnalysis, brainSuggestions: brainAnalysis, learningInsights: this.getLearningContext(), suggestions: [ ...(cipherAnalysis.suggestions || []), ...patternSuggestions, ], }; // Cache for learning and learn from analysis this.cacheAnalysis("guitar-components", enhancedAnalysis); await this.learnFromHandlerAction( "guitar-analysis", "guitar-analysis", "success", { componentsFound: enhancedAnalysis.components?.length || 0, insights: patternSuggestions, } ); return enhancedAnalysis; } catch (error) { await this.learnFromHandlerAction( "guitar-analysis", "guitar-analysis", "failure", { error: String(error) } ); console.error("Guitar component analysis failed:", error); throw error; } } /** * 🎀 Analyze Vocal Components in Code - ENHANCED */ async analyzeVocalComponents(): Promise { try { // Get vocal analysis from Brain const brainAnalysis = await this.brainConnector.getVocalComponentSuggestions(); // Add Cipher-specific enhancements const cipherAnalysis = await this.musicIntelligence.enhanceVocalAnalysis( brainAnalysis ); // βœ… ENHANCED: Get pattern-based suggestions const patternSuggestions = await this.getPatternBasedSuggestions( JSON.stringify(cipherAnalysis), "vocal-analysis" ); // Enhanced analysis with proper typing const enhancedAnalysis: VocalAnalysis = { ...cipherAnalysis, brainSuggestions: brainAnalysis, learningInsights: this.getLearningContext(), suggestions: [ ...(cipherAnalysis.suggestions || []), ...patternSuggestions, ], }; // Cache for learning and learn from analysis this.cacheAnalysis("vocal-components", enhancedAnalysis); await this.learnFromHandlerAction( "vocal-analysis", "vocal-analysis", "success", { componentsFound: enhancedAnalysis.components?.length || 0, insights: patternSuggestions, } ); return enhancedAnalysis; } catch (error) { await this.learnFromHandlerAction( "vocal-analysis", "vocal-analysis", "failure", { error: String(error) } ); console.error("Vocal component analysis failed:", error); throw error; } } /** * πŸ’‘ Get Personalized Music Dev Suggestions - ENHANCED */ async getPersonalizedSuggestions(): Promise { try { // Get base suggestions from Brain const brainSuggestions = await this.brainConnector.getMusicDevSuggestions(); // Enhance with Cipher-specific context const cipherSuggestions = await this.musicIntelligence.enhanceSuggestions( brainSuggestions, this.getLearningContext() ); // βœ… ENHANCED: Add pattern-based suggestions const patternSuggestions = await this.getPatternBasedSuggestions( "", "music-development" ); return [...cipherSuggestions, ...patternSuggestions].slice(0, 10); } catch (error) { console.error("Failed to get personalized suggestions:", error); return [ "Focus on modular component architecture", "Implement proper audio context management", "Add error boundaries for audio components", ]; } } /** * πŸ—οΈ Generate Music Component Code - ENHANCED */ async generateMusicComponent( componentType: "guitar" | "vocal" | "audio" | "theory" ): Promise { try { const generatedCode = await this.musicIntelligence.generateComponentCode( componentType ); // Learn from successful generation await this.learnFromHandlerAction( "component-generation", "component-creation", "success", { componentType, componentName: `${componentType}Component`, generatedCode: generatedCode.substring(0, 100), } ); return generatedCode; } catch (error) { await this.learnFromHandlerAction( "component-generation", "component-creation", "failure", { error: String(error) } ); console.error("Component generation failed:", error); throw error; } } /** * βœ… FIXED: Get Pattern-Based Suggestions - The Missing Method! */ async getPatternBasedSuggestions( currentCode: string, context: string ): Promise { try { const suggestions: string[] = []; // Find relevant patterns const relevantPatterns = Array.from(this.realLearningPatterns.values()) .filter((pattern) => { return ( pattern.applicableScenarios.includes(context) || pattern.learnedFrom.includes(context) ); }) .sort((a, b) => b.confidence - a.confidence) .slice(0, 5); // Generate suggestions from patterns for (const pattern of relevantPatterns) { if (pattern.reasoning) { suggestions.push( `Based on pattern: ${pattern.reasoning.substring(0, 80)}...` ); } // Add scenario-specific suggestions if (pattern.applicableScenarios.length > 0) { suggestions.push( `Consider: ${pattern.applicableScenarios.join(", ")} approach` ); } } // Add generic suggestions if no patterns found if (suggestions.length === 0) { suggestions.push("Consider breaking down complex components"); suggestions.push("Add proper error handling"); suggestions.push("Implement responsive design patterns"); } return suggestions.slice(0, 3); // Limit to 3 suggestions } catch (error) { console.warn("Failed to get pattern-based suggestions:", error); return ["No pattern-based suggestions available"]; } } // ============================================================================= // πŸ’Ύ ENHANCED PERSISTENCE (ORCHESTRATION + LEARNING) // ============================================================================= /** * πŸ’Ύ Load Orchestration Data */ private async loadOrchestrationData(): Promise { try { const savedOrchestration = await vscode.workspace .getConfiguration("cipher") .get("orchestrationData"); if (savedOrchestration && typeof savedOrchestration === "object") { const data = savedOrchestration as any; if ( data.handlerCapabilities && Array.isArray(data.handlerCapabilities) ) { for (const [name, capability] of data.handlerCapabilities) { this.handlerCapabilities.set(name, capability); } } if (data.orchestrationEnabled !== undefined) { this.orchestrationEnabled = data.orchestrationEnabled; } console.log("πŸ“₯ Loaded orchestration data"); } } catch (error) { console.warn("Failed to load orchestration data:", error); } } /** * πŸ’Ύ Persist Orchestration Data */ private async persistOrchestrationData(): Promise { try { const config = vscode.workspace.getConfiguration("cipher"); const orchestrationData = { handlerCapabilities: Array.from(this.handlerCapabilities.entries()), orchestrationEnabled: this.orchestrationEnabled, lastPersisted: new Date().toISOString(), }; await config.update( "orchestrationData", orchestrationData, vscode.ConfigurationTarget.Global ); console.log("πŸ’Ύ Orchestration data persisted"); } catch (error) { console.warn("Failed to persist orchestration data:", error); } } /** * πŸ’Ύ Load Learning Data */ private async loadLearningData(): Promise { try { // Load from VS Code global state or file system const savedPatterns = await vscode.workspace .getConfiguration("cipher") .get("learningPatterns"); const savedState = await vscode.workspace .getConfiguration("cipher") .get("learningState"); if (savedPatterns && Array.isArray(savedPatterns)) { for (const [id, pattern] of savedPatterns) { this.realLearningPatterns.set(id, pattern); } console.log(`πŸ“₯ Loaded ${savedPatterns.length} learning patterns`); } if (savedState) { this.learningState = { ...this.learningState, ...savedState }; console.log( `πŸ“₯ Loaded learning state: ${this.learningState.learningMode}` ); } } catch (error) { console.warn("Failed to load learning data:", error); } } /** * πŸ’Ύ Persist Learning Data */ private async persistLearningData(): Promise { try { // Save to VS Code configuration const config = vscode.workspace.getConfiguration("cipher"); const patternsArray = Array.from(this.realLearningPatterns.entries()); await config.update( "learningPatterns", patternsArray, vscode.ConfigurationTarget.Global ); await config.update( "learningState", this.learningState, vscode.ConfigurationTarget.Global ); console.log("πŸ’Ύ Learning data persisted"); } catch (error) { console.warn("Failed to persist learning data:", error); } } /** * πŸ“Š Get Enhanced Integration Status (UPDATED) */ async getStatus(): Promise { const brainStatus = await this.brainConnector.getBrainStatus(); const musicStatus = this.musicIntelligence.getStatus(); const orchestrationStats = this.getOrchestrationStats(); // Get the last update timestamp safely const cacheValues = Array.from(this.learningCache.values()); const lastUpdate = cacheValues.length > 0 ? cacheValues[cacheValues.length - 1]?.timestamp : null; const status: IntegrationStatus = { brain: brainStatus, musicIntelligence: musicStatus, cache: { size: this.learningCache.size, lastUpdate: lastUpdate || null, }, integration: { initialized: true, version: "3.1.0", brainConnected: brainStatus?.connected || false, musicIntelligenceActive: musicStatus?.active || true, learningActive: this.learningState.isLearningEnabled, orchestrationActive: this.orchestrationEnabled, }, capabilities: { guitarAnalysis: true, vocalAnalysis: true, patternRecognition: true, personalizedSuggestions: true, crossSystemLearning: brainStatus?.connected || false, musicTheoryIntegration: true, realPatternLearning: true, patternMatching: true, adaptiveLearning: this.learningState.isLearningEnabled, handlerOrchestration: this.orchestrationEnabled, intelligentRouting: this.orchestrationEnabled, problemClassification: true, }, learning: this.learningState, realPatterns: { total: this.realLearningPatterns.size, byType: this.groupPatternsByType(), }, orchestration: { handlersRegistered: this.handlerCapabilities.size, routingDecisions: this.routingDecisions.size, successfulRoutes: orchestrationStats.totalRoutingDecisions, lastRouting: this.routingDecisions.size > 0 ? new Date() : null, }, }; return status; } /** * πŸ“Š Generate Enhanced Learning Report (UPDATED) */ generateLearningReport(): string { const patternsByType = this.groupPatternsByType(); const orchestrationStats = this.getOrchestrationStats(); const recentPatterns = Array.from(this.realLearningPatterns.values()) .sort((a, b) => b.timestamp.getTime() - a.timestamp.getTime()) .slice(0, 10); const recentSessions = this.learningSessions .sort((a, b) => b.sessionId.localeCompare(a.sessionId)) .slice(0, 5); return `# 🧠 Cipher Brain Intelligence Report v3.1 (FIXED ORCHESTRATION) ## Learning Status - **Learning Enabled**: ${ this.learningState.isLearningEnabled ? "βœ… Active" : "❌ Disabled" } - **Learning Mode**: ${this.learningState.learningMode} - **Total Patterns Learned**: ${this.learningState.totalPatternsLearned} - **Real Patterns Stored**: ${this.realLearningPatterns.size} - **Last Learning Action**: ${ this.learningState.lastLearningAction?.toLocaleString() || "Never" } ## 🎯 Handler Orchestration System (FIXED - RECOMMENDATION ONLY) - **Orchestration Enabled**: ${ this.orchestrationEnabled ? "βœ… Active" : "❌ Disabled" } - **Handlers Registered**: ${orchestrationStats.handlersRegistered} - **Total Routing Decisions**: ${orchestrationStats.totalRoutingDecisions} - **Average Confidence**: ${Math.round( (orchestrationStats.averageConfidence || 0) * 100 )}% - **Most Used Handler**: ${ orchestrationStats.mostUsedHandler?.name || "None" } (${orchestrationStats.mostUsedHandler?.usageCount || 0} times) ## Handler Usage Breakdown ${ Object.entries(orchestrationStats.handlerUsageBreakdown) .map(([handler, count]) => `- **${handler}**: ${count} uses`) .join("\n") || "- No routing decisions yet" } ## Pattern Distribution ${ Object.entries(patternsByType) .map(([type, count]) => `- **${type}**: ${count} patterns`) .join("\n") || "- No patterns learned yet" } ## Recent Learning Patterns ${ recentPatterns .map( (pattern) => `- **${pattern.patternType}**: ${pattern.reasoning.substring( 0, 80 )}... (${Math.round(pattern.confidence * 100)}% confidence)` ) .join("\n") || "- No recent patterns" } ## Learning Sessions ${ recentSessions .map( (session) => `- **${session.handlerName}**: ${session.patterns.length} patterns, ${session.insights.length} insights` ) .join("\n") || "- No recent sessions" } ## Brain System Status - **Statistical Brain**: ${ this.learningState.statisticalBrainActive ? "🟒 Active" : "πŸ”΄ Inactive" } - **Music Brain**: ${ this.learningState.musicBrainActive ? "🟒 Active" : "πŸ”΄ Inactive" } - **Training Brain**: ${ this.learningState.trainingBrainActive ? "🟒 Active" : "πŸ”΄ Inactive" } - **Orchestration Brain**: ${ this.orchestrationEnabled ? "🟒 Active" : "πŸ”΄ Inactive" } ## Capabilities - **Pattern Recognition**: βœ… Active - **Pattern Matching**: βœ… Active - **Adaptive Learning**: ${ this.learningState.isLearningEnabled ? "βœ… Active" : "❌ Disabled" } - **Music Intelligence**: βœ… Active - **File Watching**: βœ… Active - **🎯 Handler Orchestration**: ${ this.orchestrationEnabled ? "βœ… Active (Recommendation Only)" : "❌ Disabled" } - **🧠 Problem Classification**: βœ… Active - **πŸ”„ Intelligent Routing**: ${ this.orchestrationEnabled ? "βœ… Active (Recommendation Only)" : "❌ Disabled" } --- *Generated by Cipher Enhanced Brain Interface System v3.1 with Fixed Handler Orchestration (Recommendation Only)*`; } } // βœ… FIXED: Add default export export default CipherBrainInterface;