feat: Phase 2 - Update documentation for Phase 5 MongoDB architecture

Content Updates (3 documents): 1. Core Concepts (v1.0 → v1.1): - Updated from 5 to 6 services (added BlogCuration) - Added MongoDB Persistence Architecture section - Added API Memory integration explanation - Added Hybrid Architecture details - Added BlogCuration service documentation - References Architectural Overview for complete details - +3,249 characters 2. Implementation Guide (v1.0 → v1.1): - Complete rewrite for MongoDB architecture - Removed non-existent npm package references - Added MongoDB setup (local + Atlas) - Added environment configuration (.env) - Added service initialization examples - Added database schema documentation - Added production deployment guide (systemd) - Added monitoring & troubleshooting - Added migration guide from filesystem - Reduced from 17,726 to 12,925 characters (more focused) 3. Glossary (v1.0 → v1.1): - Added MemoryProxy definition - Added API Memory definition - Added Hybrid Architecture definition - Added BlogCuration definition - Updated version to 1.1 - Updated date to 2025-10-11 - +4,435 characters Scripts Created: - scripts/update-core-concepts.js: Automated Core Concepts update - scripts/update-glossary.js: Automated Glossary term additions - docs/markdown/implementation-guide-v1.1.md: New Implementation Guide source PDFs Regenerated: - core-concepts-of-the-tractatus-framework.pdf - implementation-guide.pdf - tractatus-agentic-governance-system-glossary-of-terms.pdf All 3 documents now accurate for Phase 5 MongoDB architecture. Next: Deploy to production 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-11 01:35:24 +13:00 · 2025-10-11 01:35:24 +13:00 · 62b338189b
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--- a/docs/markdown/implementation-guide-v1.1.md
+++ b/docs/markdown/implementation-guide-v1.1.md
@ -0,0 +1,544 @@
+# Tractatus Framework Implementation Guide
+
+**Version**: 1.1
+**Last Updated**: 2025-10-11
+**Status**: Production-Ready (Phase 5 Complete)
+
+---
+
+## Overview
+
+This guide covers production deployment of the Tractatus Agentic Governance Framework with MongoDB persistence and optional API Memory integration.
+
+**Architecture**: Hybrid memory system
+- **MongoDB** (required): Persistent storage for governance rules, audit logs
+- **Anthropic API Memory** (optional): Session continuity enhancement
+- **Filesystem** (debug): Audit trail for development
+
+See the **Architectural Overview** document for complete system architecture and research status.
+
+---
+
+## Prerequisites
+
+### Required
+
+- **Node.js**: v18+ LTS
+- **MongoDB**: v7.0+
+- **npm** or **yarn**: Latest stable
+- **Git**: For cloning repository
+
+### Optional
+
+- **Anthropic API Key**: For API Memory features
+- **systemd**: For production process management (Linux)
+
+---
+
+## Installation
+
+### 1. Clone Repository
+
+```bash
+git clone https://github.com/AgenticGovernance/tractatus.git
+cd tractatus
+```
+
+### 2. Install Dependencies
+
+```bash
+npm install
+```
+
+**Key Dependencies**:
+- `mongodb`: v8.x (MongoDB driver)
+- `mongoose`: v8.x (ODM for models)
+- `express`: v4.x (Web framework)
+- `marked`: v14.x (Markdown processing)
+- `@anthropic-ai/sdk`: v0.65+ (API Memory - optional)
+
+### 3. MongoDB Setup
+
+**Option A: Local Development**
+
+```bash
+# Install MongoDB (Ubuntu/Debian)
+sudo apt-get install mongodb-org
+
+# Start MongoDB
+sudo systemctl start mongod
+sudo systemctl enable mongod
+
+# Create database
+mongosh
+> use tractatus_dev
+> db.createCollection('governanceRules')
+> db.createCollection('auditLogs')
+> db.createCollection('documents')
+> exit
+```
+
+**Option B: MongoDB Atlas (Cloud)**
+
+1. Create free cluster at https://mongodb.com/atlas
+2. Add IP whitelist: `0.0.0.0/0` (development) or specific IPs (production)
+3. Create database user with read/write permissions
+4. Get connection string: `mongodb+srv://user:pass@cluster.mongodb.net/tractatus`
+
+### 4. Environment Configuration
+
+Create `.env` file in project root:
+
+```bash
+# Required
+MONGODB_URI=mongodb://localhost:27017/tractatus_dev
+MONGODB_DB=tractatus_dev
+NODE_ENV=development
+PORT=9000
+
+# Optional - API Memory Features
+CLAUDE_API_KEY=your_anthropic_api_key_here
+
+# Optional - JWT for admin features
+JWT_SECRET=your_random_secret_here_minimum_32_characters
+```
+
+**Security Notes**:
+- Never commit `.env` to version control
+- Use strong JWT secrets in production (32+ characters)
+- Restrict MongoDB access by IP in production
+
+---
+
+## Framework Initialization
+
+### Service Architecture
+
+The framework consists of 6 core services:
+
+1. **InstructionPersistenceClassifier**: Classify and persist user instructions
+2. **CrossReferenceValidator**: Validate actions against stored instructions
+3. **BoundaryEnforcer**: Enforce inst_016-018 content validation
+4. **ContextPressureMonitor**: Monitor session quality degradation
+5. **MetacognitiveVerifier**: Confidence-based action verification
+6. **BlogCuration**: Validate blog content against governance rules
+
+All services integrate with **MemoryProxy** for MongoDB access.
+
+### Basic Initialization
+
+```javascript
+const InstructionPersistenceClassifier = require('./src/services/InstructionPersistenceClassifier.service');
+const CrossReferenceValidator = require('./src/services/CrossReferenceValidator.service');
+const BoundaryEnforcer = require('./src/services/BoundaryEnforcer.service');
+const ContextPressureMonitor = require('./src/services/ContextPressureMonitor.service');
+const MetacognitiveVerifier = require('./src/services/MetacognitiveVerifier.service');
+const BlogCuration = require('./src/services/BlogCuration.service');
+
+// Initialize all services (loads governance rules from MongoDB)
+async function initializeFramework() {
+  await InstructionPersistenceClassifier.initialize();
+  await CrossReferenceValidator.initialize();
+  await BoundaryEnforcer.initialize();
+  await ContextPressureMonitor.initialize();
+  await MetacognitiveVerifier.initialize();
+  await BlogCuration.initialize();
+
+  console.log('✓ Tractatus Framework initialized');
+}
+
+// Call during application startup
+initializeFramework();
+```
+
+### Service Usage Examples
+
+#### 1. Classify User Instructions
+
+```javascript
+const classification = InstructionPersistenceClassifier.classify({
+  text: "Always use MongoDB port 27017 for this project",
+  context: {
+    conversation_tokens: 5000,
+    conversation_length: 20
+  }
+});
+
+console.log(classification);
+// {
+//   quadrant: 'SYSTEM',
+//   persistence: 'HIGH',
+//   temporalScope: 'PERMANENT',
+//   verificationRequired: 'MANDATORY',
+//   parameters: { port: 27017, database: 'mongodb' }
+// }
+```
+
+#### 2. Validate Actions
+
+```javascript
+const validation = await CrossReferenceValidator.validate(
+  "Change MongoDB port to 27018",
+  { explicit_instructions: await loadInstructions() }
+);
+
+if (validation.status === 'REJECTED') {
+  console.error('Conflict:', validation.reason);
+  // "Conflicts with HIGH persistence instruction to use port 27017"
+}
+```
+
+#### 3. Enforce Content Boundaries
+
+```javascript
+const content = "Join thousands of satisfied customers!";
+const validation = await BlogCuration.validateContent(content);
+
+if (!validation.allowed) {
+  console.error('Violation:', validation.violations[0]);
+  // "inst_018: Unverified claim about 'thousands of satisfied customers'"
+}
+```
+
+#### 4. Monitor Context Pressure
+
+```javascript
+const pressure = ContextPressureMonitor.analyzePressure({
+  token_usage: 0.75,
+  conversation_length: 0.80,
+  task_complexity: 0.60,
+  error_frequency: 0.10
+});
+
+console.log(pressure);
+// {
+//   pressureName: 'ELEVATED',
+//   overall: 0.5625,
+//   action: 'REVIEW_BEFORE_COMMIT',
+//   recommendations: ['Consider creating session handoff']
+// }
+```
+
+#### 5. Verify Complex Operations
+
+```javascript
+const verification = MetacognitiveVerifier.verify(
+  "Implement user authentication with JWT and bcrypt",
+  "I will create middleware, hash passwords, and add protected routes",
+  { explicit_instructions: await loadInstructions() }
+);
+
+console.log(verification);
+// {
+//   confidence: 0.83,
+//   decision: 'PROCEED',
+//   level: 'PROCEED',
+//   reasoning: '...',
+//   recommendations: [...]
+// }
+```
+
+---
+
+## Database Schema
+
+### GovernanceRules Collection
+
+```javascript
+{
+  _id: ObjectId,
+  id: "inst_001",                    // Unique rule identifier
+  text: "Use MongoDB port 27017",    // Instruction text
+  quadrant: "SYSTEM",                // STRATEGIC/OPERATIONAL/TACTICAL/SYSTEM/STORAGE
+  persistence: "HIGH",               // HIGH/MEDIUM/LOW
+  category: "technical",             // content/security/privacy/technical/process/values
+  priority: 50,                      // 0-100
+  temporalScope: "PERMANENT",        // IMMEDIATE/SESSION/PROJECT/PERMANENT
+  expiresAt: null,                   // Date or null
+  active: true,                      // Boolean
+  source: "user_instruction",        // Origin
+  stats: {
+    timesChecked: 42,
+    timesViolated: 0,
+    lastChecked: Date
+  },
+  createdAt: Date,
+  updatedAt: Date
+}
+```
+
+### AuditLogs Collection
+
+```javascript
+{
+  _id: ObjectId,
+  timestamp: Date,
+  sessionId: "2025-10-11-001",
+  action: "boundary_enforcement",    // Service action type
+  rulesChecked: ["inst_016", "inst_017", "inst_018"],
+  violations: [],                    // Array of violations (if any)
+  allowed: true,                     // Decision outcome
+  metadata: {
+    // Service-specific context
+  }
+}
+```
+
+### Documents Collection
+
+See **Architectural Overview** for complete schema.
+
+---
+
+## Production Deployment
+
+### 1. Server Setup
+
+**Recommended**: Ubuntu 22.04 LTS or Debian 12
+
+```bash
+# Update system
+sudo apt update && sudo apt upgrade -y
+
+# Install Node.js 18 LTS
+curl -fsSL https://deb.nodesource.com/setup_18.x | sudo -E bash -
+sudo apt-get install -y nodejs
+
+# Install MongoDB
+wget -qO - https://www.mongodb.org/static/pgp/server-7.0.asc | sudo apt-key add -
+echo "deb [ arch=amd64,arm64 ] https://repo.mongodb.org/apt/ubuntu jammy/mongodb-org/7.0 multiverse" | sudo tee /etc/apt/sources.list.d/mongodb-org-7.0.list
+sudo apt-get update
+sudo apt-get install -y mongodb-org
+
+# Start MongoDB
+sudo systemctl start mongod
+sudo systemctl enable mongod
+```
+
+### 2. Deploy Application
+
+```bash
+# Create app user
+sudo useradd -m -s /bin/bash tractatus
+
+# Clone and setup
+sudo su - tractatus
+git clone https://github.com/AgenticGovernance/tractatus.git
+cd tractatus
+npm install --production
+
+# Configure environment
+cp .env.example .env
+nano .env  # Update with production values
+```
+
+### 3. MongoDB Production Configuration
+
+```bash
+# Create production database user
+mongosh
+> use tractatus_prod
+> db.createUser({
+    user: "tractatus_user",
+    pwd: "SECURE_PASSWORD_HERE",
+    roles: [
+      { role: "readWrite", db: "tractatus_prod" }
+    ]
+  })
+> exit
+
+# Update .env
+MONGODB_URI=mongodb://tractatus_user:SECURE_PASSWORD@localhost:27017/tractatus_prod?authSource=tractatus_prod
+MONGODB_DB=tractatus_prod
+```
+
+### 4. systemd Service
+
+Create `/etc/systemd/system/tractatus.service`:
+
+```ini
+[Unit]
+Description=Tractatus AI Safety Framework
+Documentation=https://agenticgovernance.digital
+After=network.target mongod.service
+Requires=mongod.service
+
+[Service]
+Type=simple
+User=tractatus
+WorkingDirectory=/home/tractatus/tractatus
+ExecStart=/usr/bin/node src/server.js
+Restart=always
+RestartSec=10
+StandardOutput=journal
+StandardError=journal
+SyslogIdentifier=tractatus
+
+# Security
+NoNewPrivileges=true
+PrivateTmp=true
+ProtectSystem=strict
+ReadWritePaths=/home/tractatus/tractatus/.memory
+MemoryLimit=2G
+
+# Environment
+Environment=NODE_ENV=production
+
+[Install]
+WantedBy=multi-user.target
+```
+
+**Start service**:
+
+```bash
+sudo systemctl daemon-reload
+sudo systemctl start tractatus
+sudo systemctl enable tractatus
+sudo systemctl status tractatus
+```
+
+### 5. Nginx Reverse Proxy (Optional)
+
+```nginx
+server {
+    listen 80;
+    server_name agenticgovernance.digital;
+
+    location / {
+        proxy_pass http://localhost:9000;
+        proxy_http_version 1.1;
+        proxy_set_header Upgrade $http_upgrade;
+        proxy_set_header Connection 'upgrade';
+        proxy_set_header Host $host;
+        proxy_cache_bypass $http_upgrade;
+    }
+}
+```
+
+---
+
+## Monitoring & Maintenance
+
+### View Audit Logs
+
+```bash
+# Today's audit trail
+cat .memory/audit/decisions-$(date +%Y-%m-%d).jsonl | jq
+
+# Count violations
+cat .memory/audit/*.jsonl | jq 'select(.allowed == false)' | wc -l
+
+# View specific service logs
+cat .memory/audit/*.jsonl | jq 'select(.action == "boundary_enforcement")'
+```
+
+### MongoDB Queries
+
+```javascript
+// Connect to MongoDB
+mongosh mongodb://localhost:27017/tractatus_prod
+
+// View active rules
+db.governanceRules.find({ active: true }).pretty()
+
+// Check rule statistics
+db.governanceRules.aggregate([
+  { $match: { active: true } },
+  { $group: {
+      _id: "$quadrant",
+      count: { $sum: 1 },
+      totalChecks: { $sum: "$stats.timesChecked" }
+    }
+  }
+])
+
+// Recent audit logs
+db.auditLogs.find().sort({ timestamp: -1 }).limit(10).pretty()
+```
+
+### Service Health Check
+
+```bash
+# Check service status
+sudo systemctl status tractatus
+
+# View logs
+sudo journalctl -u tractatus -f
+
+# Check MongoDB connection
+mongosh --eval "db.adminCommand('ping')"
+```
+
+---
+
+## Troubleshooting
+
+### Issue: Services not loading rules
+
+**Symptom**: "Governance rules not initialized" warnings
+
+**Fix**:
+```javascript
+// Manually initialize
+await InstructionPersistenceClassifier.initialize();
+await CrossReferenceValidator.initialize();
+// etc.
+```
+
+### Issue: MongoDB connection failed
+
+**Symptom**: "MongoServerError: Authentication failed"
+
+**Fix**:
+1. Verify `MONGODB_URI` in `.env`
+2. Check MongoDB user exists: `mongosh` → `use tractatus_prod` → `db.getUsers()`
+3. Verify MongoDB is running: `sudo systemctl status mongod`
+
+### Issue: API Memory not working
+
+**Symptom**: Session continuity not preserved
+
+**Fix**:
+- API Memory is **optional**
+- Framework functions without it using MongoDB alone
+- To enable: Set `CLAUDE_API_KEY` in `.env`
+
+---
+
+## Migration from Filesystem (Legacy)
+
+If upgrading from filesystem-based instruction storage:
+
+```bash
+# Run migration script
+node scripts/migrate-to-mongodb.js
+
+# Verify migration
+mongosh
+> use tractatus_dev
+> db.governanceRules.countDocuments()
+18  # Should show migrated rules
+```
+
+---
+
+## Next Steps
+
+1. **Read Core Concepts**: Understand the 6 services
+2. **Review Architectural Overview**: Complete system architecture
+3. **Check Glossary**: Key terms and definitions
+4. **Explore Case Studies**: Real-world usage examples
+
+---
+
+## Support
+
+- **Documentation**: https://agenticgovernance.digital/docs.html
+- **GitHub**: https://github.com/AgenticGovernance/tractatus
+- **Issues**: https://github.com/AgenticGovernance/tractatus/issues
+
+---
+
+**Version History**:
+- v1.1 (2025-10-11): Complete rewrite for MongoDB architecture
+- v1.0 (2025-10-07): Initial version (filesystem-based)
--- a/scripts/update-core-concepts.js
+++ b/scripts/update-core-concepts.js
@ -0,0 +1,211 @@
+/**
+ * Update Core Concepts Document for Phase 5
+ * Updates service count, adds MongoDB, API Memory, BlogCuration service
+ */
+
+const { MongoClient } = require('mongodb');
+const marked = require('marked');
+
+const MONGODB_URI = process.env.MONGODB_URI || 'mongodb://localhost:27017/tractatus_dev';
+const DB_NAME = process.env.MONGODB_DB || 'tractatus_dev';
+
+const UPDATES = {
+  // Update overview section
+  oldOverview: 'The Tractatus framework consists of five interconnected services that work together to ensure AI operations remain within safe boundaries. Each service addresses a specific aspect of AI safety.',
+
+  newOverview: `The Tractatus framework consists of six interconnected services that work together to ensure AI operations remain within safe boundaries. Each service addresses a specific aspect of AI safety.
+
+**Current Status**: Production-ready (Phase 5 complete). All services integrated with MongoDB persistence and optional Anthropic API Memory enhancement.
+
+**Architecture**: Hybrid memory system combining MongoDB (required persistent storage), Anthropic API Memory (optional session enhancement), and filesystem audit trails (debug logging). See the Architectural Overview document for complete technical details.`,
+
+  // Add MongoDB persistence section after service 5
+  mongodbSection: `
+
+## 6. BlogCuration
+
+### Purpose
+
+Validates blog content and social media posts against inst_016-018 governance rules to prevent fabricated statistics, absolute guarantees, and unverified claims.
+
+### The Problem It Solves
+
+Marketing content can inadvertently include:
+- Fabricated statistics without sources ("95% of users report...")
+- Absolute guarantees ("guaranteed 100% secure")
+- Unverified customer claims ("thousands of happy customers")
+
+Without validation, these violations damage credibility and can constitute false advertising.
+
+### How It Works
+
+**Validation Process:**
+
+1. **Rule Loading**: Loads inst_016, inst_017, inst_018 from MongoDB
+2. **Content Analysis**: Scans text for violation patterns
+3. **Violation Detection**: Identifies specific rule violations
+4. **Blocking**: Prevents publication if violations found
+5. **Audit Trail**: Logs all validation attempts to MongoDB
+
+**Enforced Rules:**
+
+- **inst_016**: No fabricated statistics without validation evidence
+- **inst_017**: No absolute guarantees about capabilities
+- **inst_018**: No unverified claims about users/customers
+
+### Example Validation
+
+\`\`\`javascript
+const BlogCuration = require('./services/BlogCuration.service');
+
+const blogPost = {
+  title: "Why Choose Tractatus",
+  content: "Join thousands of satisfied customers using our framework!"
+};
+
+const validation = await BlogCuration.validateContent(blogPost.content);
+
+if (!validation.allowed) {
+  console.log('Violation:', validation.violations[0]);
+  // Output: "inst_018: Unverified claim about 'thousands of satisfied customers'"
+}
+\`\`\`
+
+### Integration
+
+- **MongoDB**: Loads governance rules, stores validation logs
+- **BoundaryEnforcer**: Shares inst_016-018 enforcement logic
+- **Audit Trail**: All validations logged to \`.memory/audit/decisions-{date}.jsonl\`
+
+---
+
+## MongoDB Persistence Architecture
+
+**Phase 5 Achievement**: All services now persist to MongoDB for production reliability.
+
+### Collections
+
+1. **governanceRules**: 18 active instructions (inst_001 through inst_019)
+2. **auditLogs**: Decision audit trail with full context
+3. **sessionState**: Current session state and token tracking
+4. **verificationLogs**: MetacognitiveVerifier confidence scores and decisions
+5. **documents**: Framework documentation (this document)
+
+### Benefits Over Filesystem
+
+- **Fast indexed queries** by rule ID, quadrant, persistence level
+- **Atomic updates** (no race conditions)
+- **Aggregation for analytics** (violation patterns, usage stats)
+- **Built-in replication** and backup
+- **Transaction support** for multi-document operations
+
+### API Memory Integration (Optional)
+
+**Anthropic API Memory** provides session continuity but does NOT replace MongoDB:
+
+- **MongoDB**: Required for persistent storage, production systems
+- **API Memory**: Optional enhancement for conversation context
+- **Architecture**: Hybrid system with graceful degradation
+
+If API Memory is unavailable, all services continue functioning with MongoDB alone.
+
+### Environment Setup
+
+\`\`\`bash
+# Required
+MONGODB_URI=mongodb://localhost:27017/tractatus_dev
+MONGODB_DB=tractatus_dev
+
+# Optional (enables API Memory features)
+CLAUDE_API_KEY=your_api_key_here
+\`\`\`
+
+See Implementation Guide for complete setup instructions.`,
+
+  // Update "How Services Work Together" section
+  oldWorkTogether: 'These five services form a complete governance framework',
+  newWorkTogether: 'These six services form a complete governance framework'
+};
+
+async function main() {
+  console.log('=== Updating Core Concepts Document ===\n');
+
+  let client;
+
+  try {
+    client = await MongoClient.connect(MONGODB_URI);
+    const db = client.db(DB_NAME);
+    const collection = db.collection('documents');
+
+    // Fetch current document
+    const doc = await collection.findOne({ slug: 'core-concepts-of-the-tractatus-framework' });
+
+    if (!doc) {
+      throw new Error('Core Concepts document not found');
+    }
+
+    console.log('Current document loaded');
+    console.log(`Current length: ${doc.content_markdown.length} characters\n`);
+
+    // Apply updates
+    let updated = doc.content_markdown;
+
+    // Update overview
+    updated = updated.replace(UPDATES.oldOverview, UPDATES.newOverview);
+    console.log('✓ Updated overview section');
+
+    // Add BlogCuration and MongoDB sections before "How the Services Work Together"
+    const insertionPoint = updated.indexOf('## How the Services Work Together');
+    if (insertionPoint > -1) {
+      updated = updated.slice(0, insertionPoint) + UPDATES.mongodbSection + '\n\n' + updated.slice(insertionPoint);
+      console.log('✓ Added BlogCuration service section');
+      console.log('✓ Added MongoDB Persistence Architecture section');
+    } else {
+      console.log('⚠ Could not find insertion point for BlogCuration section');
+    }
+
+    // Update "How the Services Work Together"
+    updated = updated.replace('These five services form a complete governance framework', 'These six services form a complete governance framework');
+    console.log('✓ Updated service count in integration section');
+
+    console.log(`\nNew length: ${updated.length} characters`);
+    console.log(`Change: +${updated.length - doc.content_markdown.length} characters\n`);
+
+    // Regenerate HTML
+    const content_html = marked.parse(updated);
+
+    // Update document
+    const result = await collection.updateOne(
+      { slug: 'core-concepts-of-the-tractatus-framework' },
+      {
+        $set: {
+          content_markdown: updated,
+          content_html: content_html,
+          'metadata.date_updated': new Date(),
+          'metadata.version': '1.1'
+        }
+      }
+    );
+
+    if (result.modifiedCount > 0) {
+      console.log('✓ Document updated in MongoDB');
+      console.log('✓ Version updated to 1.1');
+      console.log('\n=== Update Complete ===');
+    } else {
+      console.log('⚠ No changes made');
+    }
+
+  } catch (error) {
+    console.error('\n✗ Error:', error.message);
+    console.error(error.stack);
+    process.exit(1);
+  } finally {
+    if (client) await client.close();
+  }
+}
+
+if (require.main === module) {
+  main();
+}
+
+module.exports = { main };
--- a/scripts/update-glossary.js
+++ b/scripts/update-glossary.js
@ -0,0 +1,186 @@
+/**
+ * Update Glossary with Phase 5 Terms
+ * Adds: MemoryProxy, API Memory, Hybrid Architecture, BlogCuration
+ */
+
+const { MongoClient } = require('mongodb');
+const marked = require('marked');
+
+const MONGODB_URI = process.env.MONGODB_URI || 'mongodb://localhost:27017/tractatus_dev';
+const DB_NAME = process.env.MONGODB_DB || 'tractatus_dev';
+
+const NEW_TERMS = `
+
+### MemoryProxy
+
+**What it means:** A service that manages access to the persistence layer (MongoDB and optionally Anthropic API Memory) for all framework services.
+
+**Why it matters:** Instead of each service connecting to the database independently, MemoryProxy provides a single, consistent interface. This ensures all services load the same governance rules and log decisions uniformly.
+
+**Real-world analogy:** Think of it like a library's card catalog system. Instead of everyone wandering the stacks looking for books individually, they all use the same catalog system to find what they need efficiently and consistently.
+
+**In Tractatus:** MemoryProxy loads the 18 governance rules from MongoDB when services initialize, provides methods to query rules by ID or category, and manages audit log writing. All 6 services (InstructionPersistenceClassifier, CrossReferenceValidator, BoundaryEnforcer, MetacognitiveVerifier, ContextPressureMonitor, BlogCuration) use MemoryProxy to access persistent storage.
+
+**Technical detail:** Singleton pattern ensures all services share the same MongoDB connection pool and cached rules, improving performance and consistency.
+
+---
+
+### API Memory
+
+**What it means:** Anthropic's API Memory system that enhances Claude conversations with automatic session context preservation across multiple interactions.
+
+**Why it matters:** In Phase 5, we integrated API Memory as an *optional enhancement* to our MongoDB-based persistence. API Memory helps maintain conversation continuity, but MongoDB remains the required foundation for governance rules and audit trails.
+
+**Real-world analogy:** Think of MongoDB as your permanent filing cabinet (required for records) and API Memory as sticky notes on your desk (helpful for current work but not the source of truth).
+
+**In Tractatus:** API Memory provides session continuity for Claude Code conversations but does NOT replace persistent storage. Our architecture gracefully degrades—if API Memory is unavailable, all services continue functioning with MongoDB alone.
+
+**Key distinction:** API Memory ≠ Persistent Storage. Governance rules MUST be in MongoDB for production systems.
+
+---
+
+### Hybrid Architecture
+
+**What it means:** Our Phase 5 architecture that combines three memory layers: MongoDB (required), Anthropic API Memory (optional), and filesystem audit trails (debug).
+
+**Why it matters:** This layered approach provides both reliability (MongoDB) and enhanced user experience (API Memory) without creating dependencies on external services. If any optional component fails, the system continues operating.
+
+**Real-world analogy:** Like a car with multiple safety systems—airbags, seatbelts, crumple zones. If one system fails, the others still protect you.
+
+**In Tractatus:**
+- **MongoDB** (Layer 1 - Required): Persistent storage for governance rules, audit logs, session state
+- **API Memory** (Layer 2 - Optional): Session continuity enhancement for Claude conversations
+- **Filesystem** (Layer 3 - Debug): Local audit trail in \`.memory/audit/\` directory for development
+
+This architecture achieved 100% framework integration in Phase 5 with zero breaking changes to existing functionality.
+
+---
+
+### BlogCuration
+
+**What it means:** The sixth framework service (added in Phase 5) that validates blog content and social media posts against inst_016-018 to prevent fabricated statistics, absolute guarantees, and unverified claims.
+
+**Why it matters:** Marketing content can inadvertently include claims that damage credibility or constitute false advertising. BlogCuration prevents publication of content with governance violations.
+
+**Real-world analogy:** Like having a legal compliance officer review every press release before publication to ensure no false or misleading claims.
+
+**In Tractatus:** BlogCuration scans content for patterns like:
+- **inst_016**: Fabricated statistics without sources ("95% of users report...")
+- **inst_017**: Absolute guarantees about capabilities ("guaranteed 100% secure")
+- **inst_018**: Unverified customer claims ("thousands of satisfied customers")
+
+If violations are detected, publication is blocked until content is corrected. All validation attempts are logged to the audit trail with rule IDs and violation details.
+
+**Integration:** BlogCuration shares enforcement logic with BoundaryEnforcer and loads rules via MemoryProxy, ensuring consistent governance across all content.
+
+---`;
+
+async function main() {
+  console.log('=== Updating Glossary with Phase 5 Terms ===\n');
+
+  let client;
+
+  try {
+    client = await MongoClient.connect(MONGODB_URI);
+    const db = client.db(DB_NAME);
+    const collection = db.collection('documents');
+
+    // Fetch current document
+    const doc = await collection.findOne({ slug: 'tractatus-agentic-governance-system-glossary-of-terms' });
+
+    if (!doc) {
+      throw new Error('Glossary document not found');
+    }
+
+    console.log('Current document loaded');
+    console.log(`Current length: ${doc.content_markdown.length} characters\n`);
+
+    // Find insertion point (after existing service definitions, before "## Integration" or similar)
+    let updated = doc.content_markdown;
+
+    // Try to find a good insertion point
+    const insertionPoints = [
+      '### Context Pressure',
+      '### Metacognitive Verification',
+      '## Integration',
+      '## Framework Components'
+    ];
+
+    let insertionPoint = -1;
+    let foundSection = null;
+
+    for (const point of insertionPoints) {
+      const index = updated.indexOf(point);
+      if (index > -1) {
+        insertionPoint = index;
+        foundSection = point;
+        break;
+      }
+    }
+
+    if (insertionPoint === -1) {
+      // Fallback: insert before last section
+      insertionPoint = updated.lastIndexOf('##');
+    }
+
+    if (insertionPoint > -1) {
+      updated = updated.slice(0, insertionPoint) + NEW_TERMS + '\n\n' + updated.slice(insertionPoint);
+      console.log(`✓ Inserted Phase 5 terms before: ${foundSection || 'last section'}`);
+    } else {
+      // Fallback: append to end
+      updated = updated + '\n\n' + NEW_TERMS;
+      console.log('✓ Appended Phase 5 terms to end');
+    }
+
+    // Update version and date in header
+    updated = updated.replace('**Version:** 1.0', '**Version:** 1.1');
+    updated = updated.replace('**Last Updated:** 2025-10-07', '**Last Updated:** 2025-10-11');
+
+    console.log(`\nNew length: ${updated.length} characters`);
+    console.log(`Change: +${updated.length - doc.content_markdown.length} characters\n`);
+
+    // Regenerate HTML
+    const content_html = marked.parse(updated);
+
+    // Update document
+    const result = await collection.updateOne(
+      { slug: 'tractatus-agentic-governance-system-glossary-of-terms' },
+      {
+        $set: {
+          content_markdown: updated,
+          content_html: content_html,
+          'metadata.date_updated': new Date(),
+          'metadata.version': '1.1'
+        }
+      }
+    );
+
+    if (result.modifiedCount > 0) {
+      console.log('✓ Glossary updated in MongoDB');
+      console.log('✓ Version updated to 1.1');
+      console.log('✓ Date updated to 2025-10-11');
+      console.log('\n=== Update Complete ===');
+
+      console.log('\nPhase 5 terms added:');
+      console.log('  - MemoryProxy');
+      console.log('  - API Memory');
+      console.log('  - Hybrid Architecture');
+      console.log('  - BlogCuration');
+    } else {
+      console.log('⚠ No changes made');
+    }
+
+  } catch (error) {
+    console.error('\n✗ Error:', error.message);
+    console.error(error.stack);
+    process.exit(1);
+  } finally {
+    if (client) await client.close();
+  }
+}
+
+if (require.main === module) {
+  main();
+}
+
+module.exports = { main };