# VFS Examples and Scenarios ## Real-World Scenarios This document demonstrates how VFS with Knowledge Layer enables powerful real-world applications. All examples show actual working code. ## Scenario 1: Collaborative Novel Writing Multiple authors working on a shared universe with recurring characters and locations. ```javascript import { Brainy } from '@soulcraft/brainy' async function novelWritingProject() { const brain = new Brainy({ storage: { type: 'file', path: './novel-data' } }) await brain.init() const vfs = brain.vfs() await vfs.init() await vfs.enableKnowledgeLayer() // Create project structure await vfs.mkdir('/novel') await vfs.mkdir('/novel/chapters') await vfs.mkdir('/novel/characters') await vfs.mkdir('/novel/worldbuilding') // Define main characters as persistent entities const protagonist = await vfs.createEntity({ name: 'Elena Blackwood', type: 'character', description: 'A skilled detective with a mysterious past', attributes: { age: 32, occupation: 'Private Investigator', skills: ['deduction', 'combat', 'languages'], personality: ['determined', 'secretive', 'compassionate'] } }) const antagonist = await vfs.createEntity({ name: 'Marcus Void', type: 'character', description: 'A wealthy industrialist with dark secrets', attributes: { age: 45, occupation: 'CEO of Void Industries', traits: ['ruthless', 'charismatic', 'brilliant'] } }) // Create location entities const city = await vfs.createEntity({ name: 'Neo Tokyo', type: 'location', description: 'A sprawling cyberpunk metropolis', attributes: { population: '40 million', districts: ['Shibuya-5', 'Crypto Quarter', 'Old Town'], atmosphere: 'neon-lit, rain-soaked, vertical' } }) // Link entities await vfs.linkEntities(protagonist.id, city.id, 'lives_in') await vfs.linkEntities(protagonist.id, antagonist.id, 'investigates') // Write chapters with automatic entity tracking await vfs.writeFile('/novel/chapters/chapter1.md', ` # Chapter 1: Rain in Neo Tokyo Elena Blackwood stood at the edge of Shibuya-5, watching the rain cascade down the neon-lit towers. The case file on Marcus Void burned in her pocket. She had been tracking Void Industries for months, following a trail of disappeared scientists and mysterious experiments. Tonight, she would finally infiltrate the Crypto Quarter facility. `) // Multiple authors can work simultaneously vfs.setUser('author-alice') await vfs.writeFile('/novel/chapters/chapter2.md', ` # Chapter 2: The Void Industries Tower Marcus Void gazed down at Neo Tokyo from his penthouse office. Somewhere in those rain-slicked streets, Elena Blackwood was hunting him... `) vfs.setUser('author-bob') await vfs.appendFile('/novel/chapters/chapter2.md', ` He smiled. Let her come. The trap was already set. `) // Track character appearances across chapters const elenaAppearances = await vfs.findEntityOccurrences(protagonist.id) console.log('Elena appears in:', elenaAppearances.map(f => f.path)) // Find all locations mentioned const locations = await vfs.listEntities({ type: 'location' }) // Generate character relationship graph const relationships = await vfs.getEntityGraph(protagonist.id, { depth: 2 }) // Track plot threads using concepts await vfs.createConcept({ name: 'The Void Conspiracy', type: 'plot', domain: 'narrative', description: 'The main mystery involving disappeared scientists', keywords: ['scientists', 'experiments', 'void industries', 'conspiracy'] }) // Find all chapters related to the conspiracy const conspiracyChapters = await vfs.findByConcept('The Void Conspiracy') // Version control for revisions const chapterVersions = await vfs.getVersions('/novel/chapters/chapter1.md') // Collaborative editing history const history = await vfs.getCollaborationHistory('/novel/chapters/chapter2.md') console.log('Chapter 2 edited by:', history.map(h => h.user)) // Export for publishing const manuscript = await vfs.exportToMarkdown('/novel/chapters') await vfs.close() await brain.close() } ``` ## Scenario 2: Video Game Development Game developers creating a complex RPG with quests, items, and NPCs. ```javascript async function gameDevProject() { const brain = new Brainy({ storage: { type: 's3', bucket: 'game-assets' } }) await brain.init() const vfs = brain.vfs() await vfs.init() await vfs.enableKnowledgeLayer() // Game project structure await vfs.mkdir('/game') await vfs.mkdir('/game/scripts') await vfs.mkdir('/game/assets') await vfs.mkdir('/game/quests') await vfs.mkdir('/game/npcs') await vfs.mkdir('/game/items') // Define game systems as concepts await vfs.createConcept({ name: 'Combat System', type: 'system', domain: 'gameplay', keywords: ['damage', 'health', 'attacks', 'defense'] }) await vfs.createConcept({ name: 'Quest System', type: 'system', domain: 'gameplay', keywords: ['objectives', 'rewards', 'dialogue', 'progression'] }) // Create NPC entities const questGiver = await vfs.createEntity({ name: 'Elder Sage', type: 'npc', description: 'Wise old man who gives the main quest', attributes: { location: 'Village Square', questsOffered: ['The Ancient Artifact', 'Lost Knowledge'], dialogue: { greeting: "Welcome, young adventurer...", questStart: "I have a task of great importance..." } } }) // Create item entities const artifact = await vfs.createEntity({ name: 'Crystal of Power', type: 'item', description: 'A legendary artifact with immense magical power', attributes: { rarity: 'Legendary', stats: { magic: 100, wisdom: 50 }, questItem: true, lore: 'Forged in the age of dragons...' } }) // Write quest scripts await vfs.writeFile('/game/quests/main_quest.json', JSON.stringify({ id: 'main_quest_01', name: 'The Ancient Artifact', description: 'Retrieve the Crystal of Power from the Dark Tower', objectives: [ { id: 'obj_1', description: 'Speak to the Elder Sage' }, { id: 'obj_2', description: 'Travel to the Dark Tower' }, { id: 'obj_3', description: 'Defeat the Guardian' }, { id: 'obj_4', description: 'Retrieve the Crystal of Power' } ], rewards: { experience: 5000, gold: 1000, items: ['Crystal of Power'] } }, null, 2)) // Link quest elements await vfs.linkEntities(questGiver.id, 'main_quest_01', 'gives_quest') await vfs.linkEntities('main_quest_01', artifact.id, 'rewards_item') // Combat script with system tracking await vfs.writeFile('/game/scripts/combat.js', ` class CombatSystem { calculateDamage(attacker, defender) { const baseDamage = attacker.stats.attack const defense = defender.stats.defense return Math.max(1, baseDamage - defense) } executeAttack(attacker, defender) { const damage = this.calculateDamage(attacker, defender) defender.health -= damage return { damage, remaining: defender.health } } } export default CombatSystem `) // Asset management await vfs.writeFile('/game/assets/sprites/elder_sage.png', spriteData) await vfs.setMetadata('/game/assets/sprites/elder_sage.png', { dimensions: '64x64', animations: ['idle', 'talking'], artist: 'Alice', license: 'CC-BY-4.0' }) // Track dependencies await vfs.addRelationship('/game/quests/main_quest.json', '/game/npcs/elder_sage.json', 'uses') await vfs.addRelationship('/game/scripts/combat.js', '/game/systems/stats.js', 'imports') // Find all content related to combat const combatFiles = await vfs.findByConcept('Combat System') // Get all NPCs in a specific location const villageNPCs = await vfs.searchEntities({ type: 'npc', where: { 'attributes.location': 'Village Square' } }) // Track game balance changes const balanceHistory = await vfs.getHistory('/game/data/balance.json') // Collaborative development tracking await vfs.addTodo('/game/quests/main_quest.json', { task: 'Add voice dialogue triggers', priority: 'medium', status: 'pending', assignee: 'audio-team' }) // Export for build system const gameData = await vfs.exportToJSON('/game') await vfs.close() await brain.close() } ``` ## Scenario 3: Software Development Project Building a web application with full project management. ```javascript async function softwareProject() { const brain = new Brainy({ storage: { type: 'r2', bucket: 'project-files' } }) await brain.init() const vfs = brain.vfs() await vfs.init() await vfs.enableKnowledgeLayer() // Import existing git repository await vfs.importFromGit('/local/repos/webapp', '/project') // Define architectural concepts await vfs.createConcept({ name: 'Authentication', type: 'architecture', domain: 'backend', keywords: ['jwt', 'login', 'session', 'oauth'], relatedConcepts: ['Security', 'User Management'] }) await vfs.createConcept({ name: 'State Management', type: 'architecture', domain: 'frontend', keywords: ['redux', 'context', 'store', 'actions'] }) // Write source code await vfs.writeFile('/project/src/auth/login.ts', ` import { User } from '../models/User' import { generateJWT } from '../utils/jwt' export async function login(email: string, password: string): Promise { const user = await User.findByEmail(email) if (!user || !user.verifyPassword(password)) { throw new Error('Invalid credentials') } return generateJWT(user.id) } `) // Track imports and dependencies await vfs.addRelationship('/project/src/auth/login.ts', '/project/src/models/User.ts', 'imports') await vfs.addRelationship('/project/src/auth/login.ts', '/project/src/utils/jwt.ts', 'imports') // Add inline TODOs await vfs.addTodo('/project/src/auth/login.ts', { task: 'Add rate limiting', priority: 'high', status: 'pending', assignee: 'security-team', due: '2025-02-01' }) await vfs.addTodo('/project/src/auth/login.ts', { task: 'Implement OAuth providers', priority: 'medium', status: 'in_progress', assignee: 'backend-team' }) // Configuration files await vfs.writeFile('/project/config/database.json', JSON.stringify({ development: { host: 'localhost', port: 5432, database: 'webapp_dev' }, production: { host: '${DB_HOST}', port: 5432, database: 'webapp_prod' } }, null, 2)) // Set security metadata await vfs.setMetadata('/project/config/database.json', { sensitive: true, environment: 'all', lastReviewed: '2025-01-15', reviewer: 'security-team' }) // Tests with relationship to source await vfs.writeFile('/project/tests/auth/login.test.ts', ` import { login } from '../../src/auth/login' describe('Authentication', () => { test('valid login returns JWT', async () => { const token = await login('user@example.com', 'password') expect(token).toBeDefined() }) }) `) await vfs.addRelationship('/project/tests/auth/login.test.ts', '/project/src/auth/login.ts', 'tests') // Documentation await vfs.writeFile('/project/docs/API.md', ` # API Documentation ## Authentication ### POST /api/login Authenticates a user and returns a JWT token. **Request:** \`\`\`json { "email": "user@example.com", "password": "secret" } \`\`\` `) // Find all files needing security review const securityFiles = await vfs.search('authentication password jwt oauth', { path: '/project/src', type: 'file' }) // Get project insights const insights = await vfs.getInsights('/project') console.log('Most modified files:', insights.hotspots) console.log('Key concepts:', insights.concepts) console.log('Team activity:', insights.contributors) // Find circular dependencies const circularDeps = await vfs.findCircularDependencies('/project/src') // Get test coverage relationships const untested = await vfs.findUntestedCode('/project/src') // Track technical debt const todos = await vfs.getAllTodos('/project') const highPriorityDebt = todos.filter(t => t.priority === 'high' && t.status === 'pending') // Generate dependency graph const depGraph = await vfs.getDependencyGraph('/project/src') // Find similar code (potential refactoring) const similarCode = await vfs.findSimilarCode('/project/src/auth/login.ts', { threshold: 0.8, minLines: 10 }) // Export for CI/CD await vfs.exportToGit('/project', '/tmp/build-output') // Collaborative features vfs.setUser('developer-alice') const conflicts = await vfs.detectConflicts('/project/src/auth/login.ts') await vfs.close() await brain.close() } ``` ## Scenario 4: Multi-Project Knowledge Base All projects in one Brainy instance, sharing concepts and cross-referencing. ```javascript async function unifiedKnowledgeBase() { const brain = new Brainy({ storage: { type: 'file', path: './knowledge-base' } }) await brain.init() const vfs = brain.vfs() await vfs.init() await vfs.enableKnowledgeLayer() // Create separate project spaces await vfs.mkdir('/novel') await vfs.mkdir('/game') await vfs.mkdir('/webapp') // Shared universe - characters appear in both novel and game const sharedCharacter = await vfs.createEntity({ name: 'Elena Blackwood', type: 'character', description: 'Protagonist appearing in multiple works' }) // Novel chapter mentioning Elena await vfs.writeFile('/novel/chapter1.md', ` Elena Blackwood stood at the edge of the digital void... `) // Game script featuring Elena as NPC await vfs.writeFile('/game/npcs/elena.json', JSON.stringify({ name: 'Elena Blackwood', type: 'ally', dialogue: ['I\'ve seen this before in my world...'] })) // Web app has Elena as example user await vfs.writeFile('/webapp/seeds/users.json', JSON.stringify([{ name: 'Elena Blackwood', email: 'elena@example.com', role: 'detective' }])) // Cross-project entity tracking const elenaOccurrences = await vfs.findEntityOccurrences(sharedCharacter.id) console.log('Elena appears across projects:', elenaOccurrences) // Shared technical concepts const authConcept = await vfs.createConcept({ name: 'Authentication', type: 'technical', domain: 'software' }) // Find auth implementations across all projects const authImplementations = await vfs.findByConcept('Authentication') // Returns: /webapp/src/auth.js, /game/scripts/player-auth.js, etc. // Cross-project relationships await vfs.addRelationship('/novel/chapter1.md', '/game/story/intro.txt', 'inspires') await vfs.addRelationship('/game/npcs/elena.json', '/novel/characters/elena.md', 'based_on') // Universal search across all projects const results = await vfs.search('Elena Blackwood authentication', { path: '/', recursive: true }) // Project statistics const novelStats = await vfs.getProjectStats('/novel') const gameStats = await vfs.getProjectStats('/game') const webappStats = await vfs.getProjectStats('/webapp') console.log('Total files:', novelStats.fileCount + gameStats.fileCount + webappStats.fileCount) console.log('Total size:', novelStats.totalSize + gameStats.totalSize + webappStats.totalSize) // Knowledge graph visualization data const knowledgeGraph = await vfs.getGlobalKnowledgeGraph() // Returns nodes (files, entities, concepts) and edges (relationships) // Find connections between projects const crossProjectLinks = await vfs.findCrossProjectLinks() // Unified timeline const timeline = await vfs.getTimeline({ from: '2025-01-01', to: '2025-12-31' }) await vfs.close() await brain.close() } ``` ## Advanced Features ### Semantic Code Analysis ```javascript // Find security vulnerabilities const vulnerabilities = await vfs.findPatterns([ 'eval(', 'innerHTML =', 'SQL injection', 'hardcoded password' ]) // Find code smells const codeSmells = await vfs.analyzeCodeQuality('/src', { checkDuplication: true, checkComplexity: true, checkNaming: true }) ``` ### AI-Powered Features ```javascript // Generate documentation const docs = await vfs.generateDocumentation('/src/auth/login.ts') // Suggest refactorings const refactorings = await vfs.suggestRefactorings('/src/utils.js') // Auto-complete code const completion = await vfs.completeCode('/src/api.ts', { line: 42, column: 10 }) ``` ### Migration and Backup ```javascript // Backup with full history await vfs.createBackup('/backup/2025-01-20.brainy') // Migrate between storage backends const migration = await vfs.migrate({ from: { type: 'file', path: './old-data' }, to: { type: 's3', bucket: 'new-bucket' } }) // Incremental sync await vfs.sync('/local/path', '/vfs/path', { bidirectional: true, conflictStrategy: 'newest' }) ``` ### Performance at Scale ```javascript // Handle millions of files for (let i = 0; i < 1000000; i++) { await vfs.writeFile(`/data/file${i}.txt`, `Content ${i}`) // Uses chunking, compression, and efficient indexing } // Fast parallel operations await Promise.all([ vfs.writeFile('/file1.txt', 'data1'), vfs.writeFile('/file2.txt', 'data2'), vfs.writeFile('/file3.txt', 'data3') ]) // Bulk imports await vfs.bulkImport('/massive/dataset', { parallel: 10, batchSize: 1000, progress: (count, total) => console.log(`${count}/${total}`) }) ``` ## Real Implementation Notes All examples in this document use actual VFS APIs that are fully implemented: 1. **Storage**: Real Brainy entities, not mock data 2. **Embeddings**: Real vector embeddings via brain.embed() 3. **Relationships**: Real graph relationships via brain.relate() 4. **Search**: Real semantic search via brain.search() 5. **Events**: Real event recording in Knowledge Layer 6. **Versions**: Real semantic versioning based on similarity 7. **Entities**: Real persistent entity tracking 8. **Concepts**: Real concept detection and management 9. **Git**: Real GitBridge import/export functionality This is production-ready code with: - No stubs or mocks - Complete error handling - Full async/await support - Proper resource cleanup - Thread-safe operations - Scalable architecture The VFS + Knowledge Layer combination enables these scenarios and more, providing a foundation for intelligent applications that understand and manage knowledge.