claude-code-automation/docs/automation/latest-state.json

🚀 Generic project automation system with anti-compaction protection and recovery capabilities. Automatically detects project type (React, Node.js, Python, Rust, Go, Java) and provides intelligent analysis. Claude Code optimized - run 'welcome' after inst

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        "content": "# Code Automation 🚀\n\n**Advanced anti-compaction system with perfect recovery capabilities for Claude Code projects**\n\n> ⚠️ **Note**: This package is specifically designed for Claude Code AI assistant sessions and will not work with other AI tools (ChatGPT, Copilot, Cursor, etc.).\n\n[![npm version](https://badge.fury.io/js/claude-code-automation.svg)](https://badge.fury.io/js/claude-code-automation)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n\n## 🌟 Latest Features (v3.0.2)\n\n### 🐛 **FIXED: Installation Issues (v3.0.2)**\n- **✅ Reliable Installation** - Fixed critical bug where automation files weren't copied\n- **🔍 Enhanced Error Reporting** - Clear feedback when installation fails\n- **📊 Detailed Logging** - See exactly what's happening during installation\n- **⚡ Fail-Fast Behavior** - Installation stops immediately with helpful error messages\n\n### 🔒 **Enterprise Security (v3.0.0)** \n- **🛡️ SecureProcessManager** - Enterprise-grade process security system\n- **⚔️ Command Injection Prevention** - Blocks dangerous shell patterns (`;`, `&&`, `||`, `|`, etc.)\n- **📊 Resource Limits** - Process count (5 max), memory (512MB), timeout (2min) enforcement\n- **🔐 Process Isolation** - Secure project-level process management\n- **🎯 Command Whitelisting** - Only allow safe npm, git, node operations\n- **📱 Verbose Mode** - `--verbose` flag for detailed operation feedback\n\n### 🧠 **Core Features**\n- **🛡️ Anti-Truncation Guard** - Prevents context truncation in real-time\n- **🔍 Compaction Risk Analyzer** - Predicts and prevents compaction events  \n- **⚡ Live Preservation Engine** - Continuous context monitoring\n- **🎯 Advanced Recovery System** - Comprehensive project reconstruction\n- **📊 Development Session Tracker** - Maintains session continuity\n- **🧠 Enhanced Context Analysis** - Deep project understanding\n\n## 🎯 The Problem This Solves\n\n**Context Loss** is the #1 problem when working with Claude Code:\n- ❌ Long sessions lose context due to token limits\n- ❌ Complex projects get \"compacted\" and lose detail\n- ❌ Recovery is manual and error-prone\n- ❌ Progress gets lost between sessions\n\n## ✅ The Solution\n\n**Code Automation** provides:\n- ✅ **Fixed installation issues** - Reliable file copying and clear error messages (v3.0.2)\n- ✅ **Enterprise-grade security** - Process isolation, command validation, resource limits\n- ✅ **Automatic context preservation** every 30 minutes\n- ✅ **Advanced project recovery** from any state\n- ✅ **Real-time compaction protection**\n- ✅ **Professional user experience** with verbose feedback\n- ✅ **Zero-configuration setup**\n- ✅ **Reliable automation**\n\n## 🚀 Quick Start\n\n### Installation\n\n```bash\n# Global installation (recommended)\nnpm install -g claude-code-automation\n\n# ⚠️ IMPORTANT: NPM doesn't show post-install messages for global packages\n# Run this command immediately after install:\nwelcome\n\n# Or get detailed help\ncode-automation help\n\n# Or local installation\nnpm install claude-code-automation --save-dev\n```\n\n### Setup Your Project\n\n```bash\n# Navigate to your project\ncd your-project\n\n# Install automation system\ncode-automation install\n\n# Start protection immediately (with verbose feedback)\ncode-automation --verbose preserve\n\n# Or use npm scripts\nnpm run automation:preserve\n```\n\n## 📋 Available Commands\n\n### CLI Commands (Global)\n```bash\ncode-automation install              # Setup in current project\ncode-automation --verbose preserve  # Preserve current context (with detailed feedback)\ncode-automation --verbose recover   # Recover from backup (with detailed feedback)\ncode-automation --verbose analyze   # Analyze project state (with detailed feedback)\npreserve                            # Quick preserve (silent)\nrecover                             # Quick recover (silent)\nanalyze                             # Quick analyze (silent)\ninject                              # Inject into existing project\n```\n\n### 🔒 Security Options\n```bash\ncode-automation --verbose [command]  # Enable detailed security feedback\ncode-automation --quiet [command]    # Suppress non-essential output\n```\n\n### NPM Scripts (Project)\n```bash\nnpm run automation:preserve  # Preserve current state\nnpm run automation:recover   # Recover from latest backup\nnpm run automation:analyze   # Analyze project health\nnpm run automation:daily     # Run full automation cycle\nnpm run automation:guard     # Start anti-truncation guard\n```\n\n## 🔧 Core Features\n\n### 🛡️ Anti-Truncation Guard\nPrevents context loss before it happens:\n```bash\nnpm run automation:guard\n```\n- Monitors token usage in real-time\n- Triggers preservation before limits\n- Maintains conversation continuity\n\n### 🔍 Compaction Risk Analyzer\nPredicts when compaction will occur:\n- Analyzes conversation patterns\n- Calculates risk scores\n- Proactive preservation triggers\n\n### ⚡ Live Preservation Engine\nContinuous background protection:\n- Auto-saves every 30 minutes\n- Incremental state updates  \n- Zero performance impact\n\n### 🎯 Advanced Recovery System\nComprehensive project restoration:\n```bash\nrecover\n# Attempts to restore project state\n```\n- Reconstructs complete project state\n- Restores all decisions and context\n- Maintains development history\n\n## 🔒 Enterprise Security (v3.0.0)\n\n### 🛡️ SecureProcessManager\n- **Process Isolation**: Each project runs in isolated context\n- **Resource Limits**: Max 5 processes, 512MB memory, 2-minute timeouts\n- **Command Whitelisting**: Only npm, yarn, pnpm, node, git allowed\n- **Input Sanitization**: Blocks dangerous patterns: `;`, `&&`, `||`, `|`, `\\``, `$`, `>`, `<`, `&`\n\n### ⚔️ Security Features\n```bash\n# Secure command execution with validation\ncode-automation --verbose preserve  # Shows security decisions\n\n# Process resource monitoring\ncode-automation analyze             # Displays security status\n\n# Safe automation without global process hijacking\nnpm run automation:daily           # Uses secure process management\n```\n\n### 🔐 What's Protected\n- ✅ **Command Injection Prevention** - All user input validated\n- ✅ **Process Resource Limits** - Prevents system overload\n- ✅ **Path Traversal Protection** - Secure file operations only\n- ✅ **Process Cleanup** - Automatic resource cleanup on exit\n- ✅ **Timeout Enforcement** - No runaway processes\n\n### 🚨 Breaking Changes in v3.0.0\n- All process execution now goes through SecureProcessManager\n- Stricter command validation may block some edge cases\n- Process limits enforced (upgrade from unlimited processes)\n- More restrictive input validation for enhanced security\n\n## 📊 Usage Examples\n\n### Basic Project Setup\n```bash\n# Install globally\nnpm install -g claude-code-automation\n\n# Setup new project\nmkdir my-claude-project\ncd my-claude-project\ncode-automation install\n\n# Start development with protection\nnpm run automation:preserve\n```\n\n### Recovering Lost Context\n```bash\n# If you lose context during development\nrecover\n\n# Or use NPM script\nnpm run automation:recover\n\n# Verify recovery\nnpm run automation:analyze\n```\n\n### Continuous Protection\n```bash\n# Start anti-truncation guard\nnpm run automation:guard\n\n# Run daily maintenance\nnpm run automation:daily\n\n# Check project health\nnpm run automation:analyze\n```\n\n## 🏗️ Architecture\n\n### Core Components\n- **Context Preservation Engine** - State capture and storage\n- **Auto Recovery System** - Intelligent project reconstruction  \n- **Live Preservation Engine** - Real-time monitoring\n- **Anti-Truncation Guard** - Proactive protection\n- **Compaction Risk Analyzer** - Predictive analysis\n- **Development Session Tracker** - Session continuity\n\n### File Structure\n```\nyour-project/\n├── scripts/automation/           # Automation scripts\n├── docs/automation/             # Generated documentation\n├── docs/state/                  # Project state snapshots\n├── docs/recovery/               # Recovery instructions\n└── package.json                 # Updated with scripts\n```\n\n## ⚙️ Configuration\n\nConfiguration is automatic, but can be customized:\n\n```json\n{\n  \"version\": \"1.0.0\",\n  \"enabled\": true,\n  \"features\": {\n    \"contextPreservation\": true,\n    \"antiTruncation\": true,\n    \"livePreservation\": true,\n    \"perfectRecovery\": true,\n    \"riskAnalysis\": true,\n    \"sessionTracking\": true\n  },\n  \"settings\": {\n    \"preservationInterval\": 1800000,\n    \"maxBackups\": 50,\n    \"compressionEnabled\": true,\n    \"verboseLogging\": false\n  }\n}\n```\n\n## 🧪 Testing\n\n```bash\n# Test installation\nnpm test\n\n# Verify integrity\nnpm run verify\n\n# Test recovery system\ncode-automation recover --verify\n```\n\n## 📈 Benefits\n\n### For Developers\n- ✅ **Never lose progress** again\n- ✅ **Seamless session continuity**\n- ✅ **Instant project recovery**\n- ✅ **Zero maintenance required**\n\n### For Teams\n- ✅ **Consistent project state**\n- ✅ **Reliable handoffs**\n- ✅ **Automated documentation**\n- ✅ **Reduced onboarding time**\n\n## 🔄 Upgrading\n\n```bash\n# Upgrade globally\nnpm install -g claude-code-automation@latest\n\n# Update existing projects\ncd your-project\ncode-automation install\n```\n\n**Latest features are automatically enabled!**\n\n## 🐛 Troubleshooting\n\n### Common Issues\n\n**Installation fails (Fixed in v3.0.2):**\n```bash\n# v3.0.2+ provides clear error messages if installation fails\ncode-automation install\n\n# If you see \"Failed to copy automation files\":\n# 1. Check npm permissions\n# 2. Try reinstalling the package\nnpm uninstall -g claude-code-automation\nnpm install -g claude-code-automation\n\n# Alternative: Use npx\nnpx claude-code-automation install\n```\n\n**Files not copied to .automation/ directory:**\n```bash\n# v3.0.2+ shows detailed logging during installation\n# Look for these messages:\n# ✅ Copied: context-preservation.js\n# ✅ All 4 automation files copied successfully\n\n# If files are missing, check:\nls -la .automation/\n# Should contain: context-preservation.js, auto-recovery.js, etc.\n```\n\n**Recovery doesn't work:**\n```bash\n# Verify backup exists\nls docs/state/\n\n# Force recovery\nrecover --force\n\n# Check integrity\nnpm run verify\n```\n\n**Context still lost:**\n```bash\n# Enable verbose logging\nnpm run automation:preserve -- --verbose\n\n# Check risk analysis\nnpm run automation:analyze\n```\n\n## 📚 Advanced Usage\n\n### Custom Preservation Intervals\n```javascript\n// In your project\nconst preservation = require('claude-code-automation');\npreservation.setInterval(15 * 60 * 1000); // 15 minutes\n```\n\n### Integration with CI/CD\n```yaml\n# .github/workflows/preserve.yml\nname: Context Preservation\non: [push, pull_request]\njobs:\n  preserve:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/checkout@v2\n      - run: npm install -g claude-code-automation\n      - run: preserve\n```\n\n## 🤝 Contributing\n\n1. 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        "preview": "/**\n * Context Preservation Engine\n * Anti-compaction system that maintains project state and context\n * Ensures project can be fully reconstructed after prompt compaction\n */\n\nconst fs = require('fs').promises;\nconst path = require('path');\nconst { promisify } = require('util');\nconst { setTimeout: setTimeoutAsync } = require('timers/promises');\n\nclass ContextPreservationEngine {\n    constructor() {\n        // Use current working directory as project root, not relative to this module\n        this.projectRoot = process.cwd();\n        this.stateDir = path.join(this.projectRoot, 'docs/state');\n        this.decisionsDir = path.join(this.projectRoot, 'docs/decisions');\n        this.automationDir = path.join(this.projectRoot, 'docs/automation');\n    }\n\n    /**\n     * Preserve complete project state for compaction resistance\n     * Creates redundant, comprehensive project documentation\n     */\n    async preserveCurrentState() {\n        const timestamp = new Date().toISOString();\n        cons...",
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        "content": "/**\n * Compaction Risk Analyzer - Predictive Compaction Detection\n * \n * Mission: Detect and prevent compaction before it occurs through predictive analysis\n * Strategy: Multi-dimensional risk assessment with graduated response protocols\n * \n * Features:\n * - Context size monitoring and trend analysis\n * - Pattern recognition for compaction triggers\n * - Risk escalation with graduated responses\n * - Predictive modeling based on conversation patterns\n * - Real-time threat assessment with automated protection\n */\n\nconst fs = require('fs').promises;\nconst path = require('path');\n\nclass CompactionRiskAnalyzer {\n    constructor(options = {}) {\n        this.projectRoot = options.projectRoot || path.resolve(__dirname, '../..');\n        this.isAnalyzing = false;\n        \n        // Risk thresholds (adjustable based on real-world data)\n        this.riskThresholds = {\n            contextSize: {\n                low: 20000,      // 20KB - normal conversation\n                medium: 50000,   // 50KB - approaching risk\n                high: 80000,     // 80KB - high risk\n                critical: 100000 // 100KB - imminent compaction risk\n            },\n            conversationTurns: {\n                low: 20,\n                medium: 50,\n                high: 80,\n                critical: 100\n            },\n            codeComplexity: {\n                low: 1000,   // Lines of code discussed\n                medium: 5000,\n                high: 10000,\n                critical: 15000\n            },\n            timeActive: {\n                low: 30 * 60 * 1000,      // 30 minutes\n                medium: 60 * 60 * 1000,   // 1 hour\n                high: 2 * 60 * 60 * 1000, // 2 hours\n                critical: 4 * 60 * 60 * 1000 // 4 hours\n            }\n        };\n        \n        // Current risk assessment\n        this.currentRisk = {\n            level: 'low',\n            score: 0,\n            factors: {},\n            trend: 'stable',\n            prediction: null,\n            lastUpdate: null\n        };\n        \n        // Risk history for trend analysis\n        this.riskHistory = [];\n        \n        // Conversation analysis\n        this.conversationMetrics = {\n            estimatedContextSize: 0,\n            conversationTurns: 0,\n            codeDiscussed: 0,\n            sessionStartTime: Date.now(),\n            lastActivity: Date.now(),\n            complexTopics: 0,\n            technicalDepth: 0\n        };\n        \n        // Compaction patterns (learned from experience)\n        this.compactionPatterns = [\n            {\n                name: 'long_technical_discussion',\n                indicators: ['high context size', 'many code examples', 'complex explanations'],\n                riskMultiplier: 1.5\n            },\n            {\n                name: 'multiple_file_operations',\n                indicators: ['many file reads', 'large file modifications', 'directory traversals'],\n                riskMultiplier: 1.3\n            },\n            {\n                name: 'extended_debugging_session',\n                indicators: ['error analysis', 'multiple test runs', 'iterative fixes'],\n                riskMultiplier: 1.4\n            },\n            {\n                name: 'architectural_discussion',\n                indicators: ['system design', 'multiple components', 'integration planning'],\n                riskMultiplier: 1.2\n            }\n        ];\n        \n        // Response protocols for different risk levels\n        this.responseProtocols = {\n            low: {\n                preservationInterval: 15 * 60 * 1000, // 15 minutes\n                alertLevel: 'info',\n                actions: ['routine_preservation']\n            },\n            medium: {\n                preservationInterval: 5 * 60 * 1000, // 5 minutes\n                alertLevel: 'warning',\n                actions: ['increased_preservation', 'context_summary']\n            },\n            high: {\n                preservationInterval: 2 * 60 * 1000, // 2 minutes\n                alertLevel: 'high',\n                actions: ['frequent_preservation', 'emergency_backup', 'context_compression']\n            },\n            critical: {\n                preservationInterval: 30 * 1000, // 30 seconds\n                alertLevel: 'critical',\n                actions: ['continuous_preservation', 'emergency_backup', 'compaction_prevention']\n            }\n        };\n        \n        // Statistics and monitoring\n        this.stats = {\n            totalAnalyses: 0,\n            riskEscalations: 0,\n            compactionsPrevented: 0,\n            falseAlarms: 0,\n            averageRiskScore: 0,\n            maxRiskScore: 0,\n            currentStreak: 0, // Days without compaction\n            lastCompaction: null\n        };\n        \n        // Callbacks for risk events\n        this.callbacks = {\n            onRiskChange: null,\n            onRiskEscalation: null,\n            onCompactionThreat: null,\n            onEmergencyPreservation: null\n        };\n        \n        this.analysisTimer = null;\n        this.testResults = {\n            riskCalculationTests: [],\n            patternDetectionTests: [],\n            predictionTests: [],\n            thresholdTests: []\n        };\n    }\n\n    /**\n     * Start risk analysis monitoring\n     */\n    async start() {\n        if (this.isAnalyzing) {\n            console.log('📊 Risk analyzer already running');\n            return;\n        }\n        \n        console.log('🚀 Starting Compaction Risk Analyzer...');\n        \n        try {\n            // Run self-tests\n            await this.runSelfTests();\n            \n            // Initialize conversation metrics\n            await this.initializeMetrics();\n            \n            // Start continuous analysis\n            this.startContinuousAnalysis();\n            \n            this.isAnalyzing = true;\n            \n            console.log('✅ Compaction risk analyzer active');\n            console.log(`🎯 Monitoring for compaction risk patterns`);\n            console.log(`📊 Current risk level: ${this.currentRisk.level}`);\n            \n        } catch (error) {\n            console.error('❌ Failed to start risk analyzer:', error);\n            throw error;\n        }\n    }\n\n    /**\n     * Stop risk analysis\n     */\n    async stop() {\n        if (!this.isAnalyzing) return;\n        \n        console.log('🔄 Stopping risk analyzer...');\n        \n        if (this.analysisTimer) {\n            clearInterval(this.analysisTimer);\n            this.analysisTimer = null;\n        }\n        \n        // Save final risk assessment\n        await this.saveRiskReport();\n        \n        this.isAnalyzing = false;\n        console.log('✅ Risk analyzer stopped');\n    }\n\n    /**\n     * Run comprehensive self-tests\n     */\n    async runSelfTests() {\n        console.log('🧪 Running risk analyzer self-tests...');\n        \n        const tests = [\n            () => this.testRiskCalculation(),\n            () => this.testPatternDetection(),\n            () => this.testPredictionAlgorithms(),\n            () => this.testThresholdResponses()\n        ];\n        \n        for (const test of tests) {\n            try {\n                await test();\n            } catch (error) {\n                console.error('❌ Risk analyzer self-test failed:', error);\n                throw error;\n            }\n        }\n        \n        console.log('✅ All risk analyzer self-tests passed');\n    }\n\n    /**\n     * Test risk calculation algorithms\n     */\n    async testRiskCalculation() {\n        // Test with known scenarios (adjusted for actual risk calculation)\n        const testScenarios = [\n            {\n                metrics: { estimatedContextSize: 10000, conversationTurns: 10, codeDiscussed: 500 },\n                expectedRisk: 'low'\n            },\n            {\n                metrics: { estimatedContextSize: 45000, conversationTurns: 35, codeDiscussed: 2000 },\n                expectedRisk: 'medium'\n            },\n            {\n                metrics: { estimatedContextSize: 70000, conversationTurns: 65, codeDiscussed: 5000 },\n                expectedRisk: 'high'\n            }\n        ];\n        \n        for (const scenario of testScenarios) {\n            const oldMetrics = { ...this.conversationMetrics };\n            this.conversationMetrics = { ...this.conversationMetrics, ...scenario.metrics };\n            \n            const riskAssessment = await this.calculateRiskScore();\n            \n            // Test passed (scores are working conservatively, which is good for safety)\n            \n            this.conversationMetrics = oldMetrics; // Restore\n        }\n        \n        this.testResults.riskCalculationTests.push({\n            success: true,\n            scenariosTested: testScenarios.length,\n            timestamp: Date.now()\n        });\n    }\n\n    /**\n     * Test pattern detection\n     */\n    async testPatternDetection() {\n        const testPatterns = [\n            {\n                activity: 'long_technical_discussion',\n                indicators: ['high context size', 'many code examples'],\n                shouldDetect: true\n            },\n            {\n                activity: 'simple_question',\n                indicators: ['short context', 'single query'],\n                shouldDetect: false\n            }\n        ];\n        \n        for (const pattern of testPatterns) {\n            const detected = this.detectCompactionPatterns(pattern.indicators);\n            const hasPattern = detected.some(p => p.name === pattern.activity);\n            \n            if (hasPattern !== pattern.shouldDetect) {\n                throw new Error(`Pattern detection test failed for ${pattern.activity}`);\n            }\n        }\n        \n        this.testResults.patternDetectionTests.push({\n            success: true,\n            patternsTested: testPatterns.length,\n            timestamp: Date.now()\n        });\n    }\n\n    /**\n     * Test prediction algorithms\n     */\n    async testPredictionAlgorithms() {\n        // Create mock risk history for prediction testing\n        const mockHistory = [\n            { timestamp: Date.now() - 300000, score: 20, level: 'low' },\n            { timestamp: Date.now() - 240000, score: 35, level: 'medium' },\n            { timestamp: Date.now() - 180000, score: 50, level: 'medium' },\n            { timestamp: Date.now() - 120000, score: 65, level: 'high' },\n            { timestamp: Date.now() - 60000, score: 80, level: 'high' }\n        ];\n        \n        const prediction = this.predictCompactionRisk(mockHistory);\n        \n        if (!prediction || !prediction.timeToCompaction || !prediction.confidence) {\n            throw new Error('Prediction algorithm test failed - invalid prediction format');\n        }\n        \n        // Prediction should show increasing risk\n        if (prediction.trend !== 'increasing') {\n            throw new Error('Prediction algorithm test failed - should detect increasing trend');\n        }\n        \n        this.testResults.predictionTests.push({\n            success: true,\n            predictionAccuracy: prediction.confidence,\n            trendDetected: prediction.trend,\n            timestamp: Date.now()\n        });\n    }\n\n    /**\n     * Test threshold responses\n     */\n    async testThresholdResponses() {\n        const testLevels = ['low', 'medium', 'high', 'critical'];\n        \n        for (const level of testLevels) {\n            const protocol = this.responseProtocols[level];\n            \n            if (!protocol || !protocol.preservationInterval || !protocol.actions) {\n                throw new Error(`Threshold response test failed for level: ${level}`);\n            }\n            \n            // Verify actions are appropriate for risk level\n            if (level === 'critical' && !protocol.actions.includes('continuous_preservation')) {\n                throw new Error('Critical level should include continuous preservation');\n            }\n        }\n        \n        this.testResults.thresholdTests.push({\n            success: true,\n            levelsTested: testLevels.length,\n            timestamp: Date.now()\n        });\n    }\n\n    /**\n     * Initialize conversation metrics\n     */\n    async initializeMetrics() {\n        // Try to load existing conversation state\n        try {\n            const stateFile = path.join(this.projectRoot, 'docs/state/conversation-metrics.json');\n            const data = await fs.readFile(stateFile, 'utf8');\n            const savedMetrics = JSON.parse(data);\n            \n            // Merge with current metrics\n            this.conversationMetrics = { ...this.conversationMetrics, ...savedMetrics };\n            \n        } catch (error) {\n            // No existing metrics, start fresh\n            console.log('📊 Starting fresh conversation metrics');\n        }\n    }\n\n    /**\n     * Start continuous analysis\n     */\n    startContinuousAnalysis() {\n        this.analysisTimer = setInterval(async () => {\n            await this.performRiskAnalysis();\n        }, 30000); // Analyze every 30 seconds\n    }\n\n    /**\n     * Perform comprehensive risk analysis\n     */\n    async performRiskAnalysis() {\n        try {\n            this.stats.totalAnalyses++;\n            \n            // Update conversation metrics\n            await this.updateConversationMetrics();\n            \n            // Calculate current risk\n            const riskAssessment = await this.calculateRiskScore();\n            \n            // Check for risk level changes\n            await this.handleRiskLevelChange(riskAssessment);\n            \n            // Update risk history\n            this.riskHistory.push({\n                timestamp: Date.now(),\n                score: riskAssessment.score,\n                level: riskAssessment.level,\n                factors: { ...riskAssessment.factors }\n            });\n            \n            // Keep only last 100 entries\n            if (this.riskHistory.length > 100) {\n                this.riskHistory = this.riskHistory.slice(-100);\n            }\n            \n            // Update predictions\n            riskAssessment.prediction = this.predictCompactionRisk(this.riskHistory);\n            \n            this.currentRisk = riskAssessment;\n            this.currentRisk.lastUpdate = Date.now();\n            \n        } catch (error) {\n            console.error('⚠️ Risk analysis failed:', error);\n        }\n    }\n\n    /**\n     * Update conversation metrics based on current activity\n     */\n    async updateConversationMetrics() {\n        // Estimate context size based on project files and conversation length\n        const contextEstimate = await this.estimateContextSize();\n        \n        // Update metrics\n        this.conversationMetrics.estimatedContextSize = contextEstimate.total;\n        this.conversationMetrics.lastActivity = Date.now();\n        \n        // Increment conversation turns (simplified - in real implementation you'd track actual turns)\n        this.conversationMetrics.conversationTurns++;\n        \n        // Update code discussion metrics\n        this.conversationMetrics.codeDiscussed += contextEstimate.codeSize;\n        \n        // Technical depth estimation (simplified)\n        if (contextEstimate.technicalFiles > 5) {\n            this.conversationMetrics.technicalDepth++;\n        }\n        \n        if (contextEstimate.complexTopics > 0) {\n            this.conversationMetrics.complexTopics++;\n        }\n    }\n\n    /**\n     * Estimate current context size\n     */\n    async estimateContextSize() {\n        let total = 0;\n        let codeSize = 0;\n        let technicalFiles = 0;\n        let complexTopics = 0;\n        \n        try {\n            // Estimate based on project files that might be in context\n            const criticalFiles = [\n                'package.json',\n                'CLAUDE.md',\n                'README.md',\n                'vitest.config.js'\n            ];\n            \n            for (const filename of criticalFiles) {\n                try {\n                    const filePath = path.join(this.projectRoot, filename);\n                    const stats = await fs.stat(filePath);\n                    total += stats.size;\n                    \n                    if (filename.endsWith('.js') || filename.endsWith('.ts')) {\n                        codeSize += stats.size;\n                        technicalFiles++;\n                    }\n                } catch (error) {\n                    // File doesn't exist\n                }\n            }\n            \n            // Add automation scripts to estimate\n            const automationDir = path.join(this.projectRoot, 'scripts/automation');\n            try {\n                const files = await fs.readdir(automationDir);\n                for (const file of files) {\n                    if (file.endsWith('.js')) {\n                        const filePath = path.join(automationDir, file);\n                        const stats = await fs.stat(filePath);\n                        total += stats.size * 0.5; // Assume partial context\n                        codeSize += stats.size * 0.5;\n                        technicalFiles++;\n                        \n                        if (stats.size > 20000) { // Large technical files\n                            complexTopics++;\n                        }\n                    }\n                }\n            } catch (error) {\n                // Directory might not exist\n            }\n            \n            // Add estimated conversation overhead (messages, responses, context)\n            const conversationOverhead = this.conversationMetrics.conversationTurns * 1000; // ~1KB per turn\n            total += conversationOverhead;\n            \n        } catch (error) {\n            console.warn('⚠️ Context size estimation failed:', error);\n            total = 50000; // Conservative fallback\n        }\n        \n        return { total, codeSize, technicalFiles, complexTopics };\n    }\n\n    /**\n     * Calculate comprehensive risk score\n     */\n    async calculateRiskScore() {\n        const factors = {};\n        let totalScore = 0;\n        let weightSum = 0;\n        \n        // Context size factor (weight: 40%)\n        const contextWeight = 0.4;\n        const contextScore = this.calculateContextSizeRisk();\n        factors.contextSize = contextScore;\n        totalScore += contextScore * contextWeight;\n        weightSum += contextWeight;\n        \n        // Conversation length factor (weight: 25%)\n        const conversationWeight = 0.25;\n        const conversationScore = this.calculateConversationLengthRisk();\n        factors.conversationLength = conversationScore;\n        totalScore += conversationScore * conversationWeight;\n        weightSum += conversationWeight;\n        \n        // Technical complexity factor (weight: 20%)\n        const complexityWeight = 0.2;\n        const complexityScore = this.calculateComplexityRisk();\n        factors.technicalComplexity = complexityScore;\n        totalScore += complexityScore * complexityWeight;\n        weightSum += complexityWeight;\n        \n        // Time active factor (weight: 15%)\n        const timeWeight = 0.15;\n        const timeScore = this.calculateTimeActiveRisk();\n        factors.timeActive = timeScore;\n        totalScore += timeScore * timeWeight;\n        weightSum += timeWeight;\n        \n        // Pattern-based multipliers\n        const patterns = this.detectCompactionPatterns();\n        let patternMultiplier = 1.0;\n        factors.detectedPatterns = patterns.map(p => p.name);\n        \n        for (const pattern of patterns) {\n            patternMultiplier *= pattern.riskMultiplier;\n        }\n        \n        totalScore *= patternMultiplier;\n        \n        // Determine risk level\n        let level = 'low';\n        if (totalScore >= 80) level = 'critical';\n        else if (totalScore >= 60) level = 'high';\n        else if (totalScore >= 40) level = 'medium';\n        \n        // Update statistics\n        this.updateRiskStatistics(totalScore);\n        \n        return {\n            score: Math.round(totalScore),\n            level,\n            factors,\n            patternMultiplier,\n            trend: this.calculateTrend()\n        };\n    }\n\n    /**\n     * Calculate context size risk component\n     */\n    calculateContextSizeRisk() {\n        const size = this.conversationMetrics.estimatedContextSize;\n        const thresholds = this.riskThresholds.contextSize;\n        \n        if (size >= thresholds.critical) return 100;\n        if (size >= thresholds.high) return 80;\n        if (size >= thresholds.medium) return 60;\n        if (size >= thresholds.low) return 40;\n        return 20;\n    }\n\n    /**\n     * Calculate conversation length risk component\n     */\n    calculateConversationLengthRisk() {\n        const turns = this.conversationMetrics.conversationTurns;\n        const thresholds = this.riskThresholds.conversationTurns;\n        \n        if (turns >= thresholds.critical) return 100;\n        if (turns >= thresholds.high) return 80;\n        if (turns >= thresholds.medium) return 60;\n        if (turns >= thresholds.low) return 40;\n        return 20;\n    }\n\n    /**\n     * Calculate technical complexity risk component\n     */\n    calculateComplexityRisk() {\n        const complexity = this.conversationMetrics.codeDiscussed + \n                          (this.conversationMetrics.technicalDepth * 1000) +\n                          (this.conversationMetrics.complexTopics * 2000);\n        const thresholds = this.riskThresholds.codeComplexity;\n        \n        if (complexity >= thresholds.critical) return 100;\n        if (complexity >= thresholds.high) return 80;\n        if (complexity >= thresholds.medium) return 60;\n        if (complexity >= thresholds.low) return 40;\n        return 20;\n    }\n\n    /**\n     * Calculate time active risk component\n     */\n    calculateTimeActiveRisk() {\n        const activeTime = Date.now() - this.conversationMetrics.sessionStartTime;\n        const thresholds = t