diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d898f981..7b7e70ad 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -135,11 +135,11 @@ npm run test:watch
 
 ```typescript
 import { describe, it, expect } from 'vitest'
-import { BrainyData } from '../src'
+import { Brainy } from '../src'
 
 describe('Feature Name', () => {
   it('should do something specific', async () => {
-    const brain = new BrainyData()
+    const brain = new Brainy()
     await brain.init()
     
     // Test implementation
@@ -184,16 +184,16 @@ import { BrainyAugmentation } from '../types'
 export class MyAugmentation extends BrainyAugmentation {
   name = 'MyAugmentation'
   
-  async onInit(brain: BrainyData): Promise<void> {
+  async onInit(brain: Brainy): Promise<void> {
     // Initialize augmentation
   }
   
-  async onAdd(item: any, brain: BrainyData): Promise<any> {
+  async onAdd(item: any, brain: Brainy): Promise<any> {
     // Process before adding
     return item
   }
   
-  async onSearch(query: any, results: any[], brain: BrainyData): Promise<any[]> {
+  async onSearch(query: any, results: any[], brain: Brainy): Promise<any[]> {
     // Process search results
     return results
   }
@@ -236,10 +236,10 @@ Add examples for new features:
 
 ```typescript
 // examples/feature-name.ts
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
 async function exampleUsage() {
-  const brain = new BrainyData()
+  const brain = new Brainy()
   await brain.init()
   
   // Show feature usage
diff --git a/bin/brainy-interactive.js b/bin/brainy-interactive.js
index fb839d9d..67f94da0 100644
--- a/bin/brainy-interactive.js
+++ b/bin/brainy-interactive.js
@@ -7,7 +7,7 @@
  */
 
 import { program } from 'commander'
-import { BrainyData } from '../dist/brainyData.js'
+import { Brainy } from '../dist/index.js'
 import chalk from 'chalk'
 import inquirer from 'inquirer'
 import ora from 'ora'
@@ -61,7 +61,7 @@ async function getBrainy() {
   if (!brainyInstance) {
     const spinner = ora('Initializing Brainy...').start()
     try {
-      brainyInstance = new BrainyData()
+      brainyInstance = new Brainy()
       await brainyInstance.init()
       spinner.succeed('Brainy initialized')
     } catch (error) {
diff --git a/docs/CORE_API_PATTERNS.md b/docs/CORE_API_PATTERNS.md
index 403fc98b..717686c8 100644
--- a/docs/CORE_API_PATTERNS.md
+++ b/docs/CORE_API_PATTERNS.md
@@ -34,9 +34,9 @@ await brain.delete(id)                        // Unified deletion
 
 ```typescript
 // DON'T DO THIS - Old API patterns
-import { BrainyData } from 'old-brainy'  // ❌ Wrong import
+import { Brainy } from 'old-brainy'  // ❌ Wrong import
 
-const brain = new BrainyData({           // ❌ Old class name
+const brain = new Brainy({           // ❌ Old class name
   complexConfig: true
 })
 
diff --git a/docs/CREATING-AUGMENTATIONS.md b/docs/CREATING-AUGMENTATIONS.md
index 779aacf2..18b513af 100644
--- a/docs/CREATING-AUGMENTATIONS.md
+++ b/docs/CREATING-AUGMENTATIONS.md
@@ -57,7 +57,7 @@ export class MyStorageAugmentation extends StorageAugmentation {
 
 ```typescript
 // Register before brain.init()
-const brain = new BrainyData()
+const brain = new Brainy()
 brain.augmentations.register(new MyStorageAugmentation({
   connectionString: 'redis://localhost:6379'
 }))
@@ -174,9 +174,9 @@ Common operations in Brainy:
 
 ```typescript
 interface AugmentationContext {
-  brain: BrainyData         // The brain instance
+  brain: Brainy         // The brain instance
   storage: StorageAdapter   // Storage backend
-  config: BrainyDataConfig  // Configuration
+  config: BrainyConfig  // Configuration
   log: (message: string, level?: 'info' | 'warn' | 'error') => void
 }
 ```
@@ -265,14 +265,14 @@ Future capability for premium augmentations:
 ## Testing Your Augmentation
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 import { MyAugmentation } from './my-augmentation'
 
 describe('MyAugmentation', () => {
-  let brain: BrainyData
+  let brain: Brainy
   
   beforeEach(async () => {
-    brain = new BrainyData()
+    brain = new Brainy()
     brain.augmentations.register(new MyAugmentation())
     await brain.init()
   })
diff --git a/docs/EXTENDING_STORAGE.md b/docs/EXTENDING_STORAGE.md
index cfe0acdd..8ecc700a 100644
--- a/docs/EXTENDING_STORAGE.md
+++ b/docs/EXTENDING_STORAGE.md
@@ -59,13 +59,13 @@ Once registered, the new storage type works with zero-config:
 
 ```typescript
 // Auto-detection will now check Redis
-const brain = new BrainyData()  // Will use Redis if available!
+const brain = new Brainy()  // Will use Redis if available!
 
 // Or explicitly specify
-const brain = new BrainyData({ storage: 'redis' })
+const brain = new Brainy({ storage: 'redis' })
 
 // Or with custom config
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'redis',
     redisStorage: {
@@ -223,7 +223,7 @@ registerPresetAugmentation('redis-cluster', {
 })
 
 // Users can then use:
-const brain = new BrainyData('redis-cluster')
+const brain = new Brainy('redis-cluster')
 ```
 
 ## Type Safety with Extensions
@@ -367,17 +367,17 @@ export class BrainyRedisAugmentation {
 }
 
 // Usage after installing the augmentation:
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 import '@soulcraft/brainy-redis'  // Registers the augmentation
 
 // Now Redis is automatically detected!
-const brain = new BrainyData()  // Uses Redis if REDIS_URL is set
+const brain = new Brainy()  // Uses Redis if REDIS_URL is set
 
 // Or use a Redis preset
-const brain = new BrainyData('redis-fast-cache')
+const brain = new Brainy('redis-fast-cache')
 
 // Or explicitly configure
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: 'redis',
   model: ModelPrecision.FP32
 })
diff --git a/docs/METADATA_CONTRACT_IMPLEMENTATION.md b/docs/METADATA_CONTRACT_IMPLEMENTATION.md
index 57a6d3eb..0020990f 100644
--- a/docs/METADATA_CONTRACT_IMPLEMENTATION.md
+++ b/docs/METADATA_CONTRACT_IMPLEMENTATION.md
@@ -35,7 +35,7 @@ These augmentations don't read or write metadata at all:
 1. **CacheAugmentation** - Only caches search results
 2. **RequestDeduplicatorAugmentation** - Only deduplicates requests
 3. **ConnectionPoolAugmentation** - Only manages storage connections
-4. **StorageAugmentation** - Base storage layer, metadata handled by brainyData
+4. **StorageAugmentation** - Base storage layer, metadata handled by Brainy
 
 ### Category 2: Read-Only Access ('readonly')
 These augmentations read metadata but never modify it:
diff --git a/docs/MODEL_LOADING_QUICK_REFERENCE.md b/docs/MODEL_LOADING_QUICK_REFERENCE.md
index 38538a29..f94e2723 100644
--- a/docs/MODEL_LOADING_QUICK_REFERENCE.md
+++ b/docs/MODEL_LOADING_QUICK_REFERENCE.md
@@ -4,14 +4,14 @@
 
 ### ✅ Development (Zero Config)
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init() // Downloads automatically (FP32 default)
 ```
 
 ### ⚡ Development (Optimized - v2.8.0+)
 ```typescript
 // 75% smaller models, 99% accuracy
-const brain = new BrainyData({
+const brain = new Brainy({
   embeddingOptions: { dtype: 'q8' }
 })
 await brain.init()
@@ -55,8 +55,8 @@ export BRAINY_ALLOW_REMOTE_MODELS=false
 ```html
 <!-- Automatic - no setup needed -->
 <script type="module">
-  import { BrainyData } from 'brainy'
-  const brain = new BrainyData()
+  import { Brainy } from 'brainy'
+  const brain = new Brainy()
   await brain.init() // Works in browser
 </script>
 ```
diff --git a/docs/NEURAL_API_PATTERNS.md b/docs/NEURAL_API_PATTERNS.md
index 7aa516b3..4edd3505 100644
--- a/docs/NEURAL_API_PATTERNS.md
+++ b/docs/NEURAL_API_PATTERNS.md
@@ -8,8 +8,8 @@
 
 ```typescript
 // DON'T DO THIS - Outdated documentation patterns
-import { BrainyData } from '@soulcraft/brainy'  // ❌ Wrong import
-const brain = new BrainyData()                  // ❌ Old class name
+import { Brainy } from '@soulcraft/brainy'  // ❌ Wrong import
+const brain = new Brainy()                  // ❌ Old class name
 
 // These may not work as expected:
 const neural = brain.neural                     // ❌ May be undefined
diff --git a/docs/QUICK-START.md b/docs/QUICK-START.md
index 3f7b6625..db042b44 100644
--- a/docs/QUICK-START.md
+++ b/docs/QUICK-START.md
@@ -18,9 +18,9 @@ npm install -g brainy
 ### 1. Initialize Brainy
 
 ```javascript
-import { BrainyData, NounType } from '@soulcraft/brainy'
+import { Brainy, NounType } from '@soulcraft/brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 ```
 
@@ -77,10 +77,10 @@ const libraries = await brain.search("JavaScript", {
 ### Example 1: Document Search System
 
 ```javascript
-import { BrainyData, NounType } from '@soulcraft/brainy'
+import { Brainy, NounType } from '@soulcraft/brainy'
 import fs from 'fs'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'filesystem',
     path: './document-index'
@@ -113,9 +113,9 @@ results.forEach(r => console.log(`- ${r.metadata.filename} (${(r.score * 100).to
 ### Example 2: AI Chat with Memory
 
 ```javascript
-import { BrainyData, NounType } from '@soulcraft/brainy'
+import { Brainy, NounType } from '@soulcraft/brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 class ChatWithMemory {
@@ -166,11 +166,11 @@ const response = await chat.chat("What did we discuss about JavaScript?")
 ### Example 3: Semantic Code Search
 
 ```javascript
-import { BrainyData, NounType } from '@soulcraft/brainy'
+import { Brainy, NounType } from '@soulcraft/brainy'
 import { glob } from 'glob'
 import fs from 'fs'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Index all JavaScript files
@@ -284,12 +284,12 @@ const results = await brain.search("*", {
 
 ### Memory (Testing)
 ```javascript
-const brain = new BrainyData()  // Default
+const brain = new Brainy()  // Default
 ```
 
 ### FileSystem (Development)
 ```javascript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'filesystem',
     path: './brain-data'
@@ -299,14 +299,14 @@ const brain = new BrainyData({
 
 ### Browser (OPFS)
 ```javascript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { type: 'opfs' }
 })
 ```
 
 ### S3 (Production)
 ```javascript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 's3',
     bucket: 'my-brain-bucket',
diff --git a/docs/README.md b/docs/README.md
index 19083627..2ec32813 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -62,10 +62,10 @@ await brain.find("recent articles about AI with high ratings")
 ## Quick Example
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
 // Initialize
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Add entities (nouns)
diff --git a/docs/ZERO_CONFIG.md b/docs/ZERO_CONFIG.md
index d687bf7c..2561e2b3 100644
--- a/docs/ZERO_CONFIG.md
+++ b/docs/ZERO_CONFIG.md
@@ -8,20 +8,20 @@ Starting with v2.10, Brainy introduces a **Zero-Configuration System** that auto
 
 ### True Zero Config
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
 // That's it! Everything auto-configures
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 ```
 
 ### Using Strongly-Typed Presets
 
 ```typescript
-import { BrainyData, PresetName } from '@soulcraft/brainy'
+import { Brainy, PresetName } from '@soulcraft/brainy'
 
 // Type-safe preset selection
-const brain = new BrainyData(PresetName.PRODUCTION)
+const brain = new Brainy(PresetName.PRODUCTION)
 await brain.init()
 ```
 
@@ -29,7 +29,7 @@ await brain.init()
 
 #### Development
 ```typescript
-const brain = new BrainyData(PresetName.DEVELOPMENT)
+const brain = new Brainy(PresetName.DEVELOPMENT)
 // ✅ Memory storage for fast iteration
 // ✅ FP32 models for best quality
 // ✅ Verbose logging
@@ -38,7 +38,7 @@ const brain = new BrainyData(PresetName.DEVELOPMENT)
 
 #### Production
 ```typescript
-const brain = new BrainyData(PresetName.PRODUCTION)
+const brain = new Brainy(PresetName.PRODUCTION)
 // ✅ Disk storage for persistence
 // ✅ Auto-selected model precision
 // ✅ Silent logging
@@ -47,7 +47,7 @@ const brain = new BrainyData(PresetName.PRODUCTION)
 
 #### Minimal
 ```typescript
-const brain = new BrainyData(PresetName.MINIMAL)
+const brain = new Brainy(PresetName.MINIMAL)
 // ✅ Memory storage
 // ✅ Q8 models for small size
 // ✅ Core features only
@@ -60,16 +60,16 @@ Brainy includes specialized presets for distributed and microservice architectur
 
 ### Basic Distributed Roles
 ```typescript
-import { BrainyData, PresetName } from '@soulcraft/brainy'
+import { Brainy, PresetName } from '@soulcraft/brainy'
 
 // Write-only instance (data ingestion)
-const writer = new BrainyData(PresetName.WRITER)
+const writer = new Brainy(PresetName.WRITER)
 // ✅ Optimized for writes
 // ✅ No search index loading
 // ✅ Minimal memory usage
 
 // Read-only instance (search API)
-const reader = new BrainyData(PresetName.READER)
+const reader = new Brainy(PresetName.READER)
 // ✅ Optimized for search
 // ✅ Lazy index loading
 // ✅ Large cache
@@ -78,28 +78,28 @@ const reader = new BrainyData(PresetName.READER)
 ### Service-Specific Presets
 ```typescript
 // High-throughput data ingestion
-const ingestion = new BrainyData(PresetName.INGESTION_SERVICE)
+const ingestion = new Brainy(PresetName.INGESTION_SERVICE)
 
 // Low-latency search API
-const searchApi = new BrainyData(PresetName.SEARCH_API)
+const searchApi = new Brainy(PresetName.SEARCH_API)
 
 // Analytics processing
-const analytics = new BrainyData(PresetName.ANALYTICS_SERVICE)
+const analytics = new Brainy(PresetName.ANALYTICS_SERVICE)
 
 // Edge location cache
-const edge = new BrainyData(PresetName.EDGE_CACHE)
+const edge = new Brainy(PresetName.EDGE_CACHE)
 
 // Batch processing
-const batch = new BrainyData(PresetName.BATCH_PROCESSOR)
+const batch = new Brainy(PresetName.BATCH_PROCESSOR)
 
 // Real-time streaming
-const streaming = new BrainyData(PresetName.STREAMING_SERVICE)
+const streaming = new Brainy(PresetName.STREAMING_SERVICE)
 
 // ML training
-const training = new BrainyData(PresetName.ML_TRAINING)
+const training = new Brainy(PresetName.ML_TRAINING)
 
 // Lightweight sidecar
-const sidecar = new BrainyData(PresetName.SIDECAR)
+const sidecar = new Brainy(PresetName.SIDECAR)
 ```
 
 ## Model Precision Control
@@ -110,17 +110,17 @@ You can **explicitly specify** model precision when needed:
 import { ModelPrecision } from '@soulcraft/brainy'
 
 // Force FP32 (full precision)
-const brain = new BrainyData({ model: ModelPrecision.FP32 })
+const brain = new Brainy({ model: ModelPrecision.FP32 })
 
 // Force Q8 (quantized, smaller)
-const brain = new BrainyData({ model: ModelPrecision.Q8 })
+const brain = new Brainy({ model: ModelPrecision.Q8 })
 
 // Use presets
-const brain = new BrainyData({ model: ModelPrecision.FAST })  // Maps to fp32
-const brain = new BrainyData({ model: ModelPrecision.SMALL }) // Maps to q8
+const brain = new Brainy({ model: ModelPrecision.FAST })  // Maps to fp32
+const brain = new Brainy({ model: ModelPrecision.SMALL }) // Maps to q8
 
 // Auto-detection (default)
-const brain = new BrainyData({ model: ModelPrecision.AUTO })
+const brain = new Brainy({ model: ModelPrecision.AUTO })
 ```
 
 ### Auto-Detection Logic
@@ -159,13 +159,13 @@ Brainy automatically detects the best storage option:
 import { StorageOption } from '@soulcraft/brainy'
 
 // Force specific storage with enum
-const brain = new BrainyData({ storage: StorageOption.MEMORY })
-const brain = new BrainyData({ storage: StorageOption.DISK })
-const brain = new BrainyData({ storage: StorageOption.CLOUD })
-const brain = new BrainyData({ storage: StorageOption.AUTO })
+const brain = new Brainy({ storage: StorageOption.MEMORY })
+const brain = new Brainy({ storage: StorageOption.DISK })
+const brain = new Brainy({ storage: StorageOption.CLOUD })
+const brain = new Brainy({ storage: StorageOption.AUTO })
 
 // Custom storage configuration
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     s3Storage: {
       bucket: 'my-bucket',
@@ -183,12 +183,12 @@ Control which features are enabled:
 import { FeatureSet } from '@soulcraft/brainy'
 
 // Preset feature sets with enum
-const brain = new BrainyData({ features: FeatureSet.MINIMAL })  // Core only
-const brain = new BrainyData({ features: FeatureSet.DEFAULT })  // Balanced
-const brain = new BrainyData({ features: FeatureSet.FULL })     // Everything
+const brain = new Brainy({ features: FeatureSet.MINIMAL })  // Core only
+const brain = new Brainy({ features: FeatureSet.DEFAULT })  // Balanced
+const brain = new Brainy({ features: FeatureSet.FULL })     // Everything
 
 // Custom features
-const brain = new BrainyData({
+const brain = new Brainy({
   features: ['core', 'search', 'cache', 'triple-intelligence']
 })
 ```
@@ -274,14 +274,14 @@ When multiple Brainy instances connect to the same storage (like S3), you **must
 import { ModelPrecision } from '@soulcraft/brainy'
 
 // Container A - Writer
-const writer = new BrainyData({
+const writer = new Brainy({
   mode: PresetName.WRITER,
   model: ModelPrecision.FP32,  // ⚠️ MUST match across instances!
   storage: { s3Storage: { bucket: 'shared-data' }}
 })
 
 // Container B - Reader
-const reader = new BrainyData({
+const reader = new Brainy({
   mode: PresetName.READER,
   model: ModelPrecision.FP32,  // ✅ Matches Container A
   storage: { s3Storage: { bucket: 'shared-data' }}
@@ -292,21 +292,21 @@ const reader = new BrainyData({
 
 ```typescript
 // Ingestion Service (Writer)
-const ingestion = new BrainyData({
+const ingestion = new Brainy({
   mode: PresetName.INGESTION_SERVICE,
   model: ModelPrecision.Q8,  // All instances must use Q8
   storage: { s3Storage: { bucket: 'production-data' }}
 })
 
 // Search API (Reader)
-const search = new BrainyData({
+const search = new Brainy({
   mode: PresetName.SEARCH_API,
   model: ModelPrecision.Q8,  // Matches ingestion service
   storage: { s3Storage: { bucket: 'production-data' }}
 })
 
 // Analytics (Hybrid)
-const analytics = new BrainyData({
+const analytics = new Brainy({
   mode: PresetName.ANALYTICS_SERVICE,
   model: ModelPrecision.Q8,  // Matches other services
   storage: { s3Storage: { bucket: 'production-data' }}
@@ -317,7 +317,7 @@ const analytics = new BrainyData({
 
 ### Before (Complex)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   hnsw: {
     M: 16,
     efConstruction: 200,
@@ -350,7 +350,7 @@ const brain = new BrainyData({
 
 ### After (Simple)
 ```typescript
-const brain = new BrainyData('production')
+const brain = new Brainy('production')
 // Everything above is auto-configured!
 ```
 
diff --git a/docs/api/COMPREHENSIVE_API_OVERVIEW.md b/docs/api/COMPREHENSIVE_API_OVERVIEW.md
index 87d89708..ae21822a 100644
--- a/docs/api/COMPREHENSIVE_API_OVERVIEW.md
+++ b/docs/api/COMPREHENSIVE_API_OVERVIEW.md
@@ -9,12 +9,12 @@
 #### **1. Constructor & Initialization**
 ```typescript
 // Clean, consistent initialization
-const brain = new BrainyData(config?)
+const brain = new Brainy(config?)
 await brain.init()  // Always required
 
 // Storage auto-detection works seamlessly
-const brain = new BrainyData({ storage: { forceMemoryStorage: true } })
-const brain = new BrainyData({ storage: { path: './my-data' } })
+const brain = new Brainy({ storage: { forceMemoryStorage: true } })
+const brain = new Brainy({ storage: { path: './my-data' } })
 ```
 
 #### **2. Data Operations (CRUD)**
@@ -135,7 +135,7 @@ brain.storage.vacuum()
 #### **1. Beginner Flow (Simple & Intuitive)**
 ```typescript
 // Dead simple - just works
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 await brain.add('My first document', { nounType: NounType.Document })
@@ -147,7 +147,7 @@ const groups = await brain.clusters()
 #### **2. Intermediate Flow (More Control)**
 ```typescript
 // Add configuration and options
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { path: './my-brainy-db' },
   neural: { cacheSize: 5000 }
 })
@@ -267,9 +267,9 @@ try {
 ### **✅ 4. Type Safety**
 ```typescript
 // Excellent TypeScript support
-import { BrainyData, NounType, VerbType } from '@soulcraft/brainy'
+import { Brainy, NounType, VerbType } from '@soulcraft/brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.add('content', { nounType: NounType.Document, title: 'My Doc' })
 //                          ^^^^^^^^^^^^^^^^  // IDE autocomplete!
 ```
@@ -277,10 +277,10 @@ await brain.add('content', { nounType: NounType.Document, title: 'My Doc' })
 ### **✅ 5. Flexible Configuration**
 ```typescript
 // Zero-config (just works)
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Full control when needed
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { 
     adapter: 'file',
     path: './my-data',
diff --git a/docs/api/README.md b/docs/api/README.md
index 7d6e0f8b..e91b5788 100644
--- a/docs/api/README.md
+++ b/docs/api/README.md
@@ -6,9 +6,9 @@
 ## Quick Start
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
-const brain = new BrainyData()  // Zero config!
+const brain = new Brainy()  // Zero config!
 await brain.init()
 
 // Add data (text auto-embeds!)
@@ -248,7 +248,7 @@ Train the relationship scoring model:
 
 #### Initialization
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: 'auto',        // auto | memory | filesystem | s3
   dimensions: 384,        // Vector dimensions
   cache: true,           // Enable caching
@@ -264,8 +264,8 @@ await brain.shutdown()   // Graceful shutdown
 ```
 
 #### Static Methods
-- `BrainyData.preloadModel()` - Preload ML model
-- `BrainyData.warmup()` - Warmup system
+- `Brainy.preloadModel()` - Preload ML model
+- `Brainy.warmup()` - Warmup system
 
 ---
 
diff --git a/docs/architecture/API_SURFACE_DESIGN.md b/docs/architecture/API_SURFACE_DESIGN.md
index 93f1073b..39a98121 100644
--- a/docs/architecture/API_SURFACE_DESIGN.md
+++ b/docs/architecture/API_SURFACE_DESIGN.md
@@ -4,7 +4,7 @@
 
 ### **Main Class Shortcuts (Simple & Common)**
 ```typescript
-// High-level shortcuts on BrainyData - most common operations
+// High-level shortcuts on Brainy - most common operations
 brain.similar(a, b, options?)           // ✅ Keep - very common
 brain.clusters(items?, options?)        // ✅ Keep - very common  
 brain.related(id, options?)             // ✅ Keep - common (like neighbors but simpler name)
@@ -162,7 +162,7 @@ const streamingClusters = brain.neural.clusterStream({ batchSize: 50 })
 ### **High Priority:**
 - [x] Create comprehensive type definitions
 - [x] Implement improved NeuralAPI class with proper public/private separation
-- [ ] Update BrainyData integration to use improved API
+- [ ] Update Brainy integration to use improved API
 - [ ] Fix brain-cloud explorer to use public APIs
 - [ ] Update test files to use consistent method names
 - [ ] Update documentation with new API structure
diff --git a/docs/architecture/augmentation-system-audit.md b/docs/architecture/augmentation-system-audit.md
index 5ffd3453..6429874b 100644
--- a/docs/architecture/augmentation-system-audit.md
+++ b/docs/architecture/augmentation-system-audit.md
@@ -37,7 +37,7 @@ brain.augmentations.register(augmentation)
 
 ### 4. Auto-Configuration ✅
 ```typescript
-new BrainyData({ 
+new Brainy({ 
   cache: true,    // Auto-registers CacheAugmentation
   index: true,    // Auto-registers IndexAugmentation
   storage: 's3'   // Auto-registers S3StorageAugmentation
diff --git a/docs/architecture/augmentations-actual.md b/docs/architecture/augmentations-actual.md
index 5ca66fb2..f6cf1893 100644
--- a/docs/architecture/augmentations-actual.md
+++ b/docs/architecture/augmentations-actual.md
@@ -241,7 +241,7 @@ const cacheConfig = await getCacheAutoConfig()
 
 ### Enable Distributed Modes
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   mode: 'reader', // or 'writer' or 'hybrid'
   distributed: {
     role: 'reader',
@@ -253,7 +253,7 @@ const brain = new BrainyData({
 
 ### Use Neural Import
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new NeuralImportAugmentation({
       confidenceThreshold: 0.7,
diff --git a/docs/architecture/augmentations.md b/docs/architecture/augmentations.md
index e99516ed..f405ff43 100644
--- a/docs/architecture/augmentations.md
+++ b/docs/architecture/augmentations.md
@@ -15,7 +15,7 @@ High-performance deduplication for streaming data ingestion.
 ```typescript
 import { EntityRegistryAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new EntityRegistryAugmentation({
       maxCacheSize: 100000,      // Track up to 100k unique entities
@@ -41,7 +41,7 @@ Enterprise-grade durability and crash recovery.
 
 ```typescript
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
       checkpointInterval: 1000,  // Checkpoint every 1000 operations
       compression: true,          // Enable log compression
@@ -53,7 +53,7 @@ const brain = new BrainyData({
 // All operations are now durably logged
 
 // Recover from crash
-const recovered = new BrainyData({ 
+const recovered = new Brainy({ 
 })
 ```
 
@@ -71,7 +71,7 @@ AI-powered relationship strength calculation.
 ```typescript
 import { IntelligentVerbScoringAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new IntelligentVerbScoringAugmentation({
       factors: {
@@ -111,7 +111,7 @@ Automatically extracts and registers entities from text.
 ```typescript
 import { AutoRegisterEntitiesAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new AutoRegisterEntitiesAugmentation({
       types: ['person', 'organization', 'location', 'product'],
@@ -147,7 +147,7 @@ Optimizes bulk operations for maximum throughput.
 ```typescript
 import { BatchProcessingAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new BatchProcessingAugmentation({
       batchSize: 100,
@@ -178,7 +178,7 @@ Intelligent multi-level caching system.
 ```typescript
 import { CachingAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new CachingAugmentation({
       levels: {
@@ -211,7 +211,7 @@ Reduces storage size while maintaining query performance.
 ```typescript
 import { CompressionAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new CompressionAugmentation({
       algorithm: 'brotli',
@@ -240,7 +240,7 @@ Real-time performance monitoring and metrics.
 ```typescript
 import { MonitoringAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new MonitoringAugmentation({
       metrics: ['operations', 'latency', 'cache', 'memory'],
@@ -279,7 +279,7 @@ brain.on('metrics', (metrics) => {
 ```typescript
 import { NeuralImportAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new NeuralImportAugmentation({
       autoStructure: true,
@@ -375,7 +375,7 @@ import { Augmentation } from 'brainy'
 class CustomAugmentation extends Augmentation {
   name = 'CustomAugmentation'
   
-  async onInit(brain: BrainyData): Promise<void> {
+  async onInit(brain: Brainy): Promise<void> {
     // Initialize augmentation
     console.log('Custom augmentation initialized')
   }
@@ -408,7 +408,7 @@ class CustomAugmentation extends Augmentation {
 }
 
 // Use custom augmentation
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [new CustomAugmentation()]
 })
 ```
@@ -420,7 +420,7 @@ const brain = new BrainyData({
 ```typescript
 interface AugmentationHooks {
   // Initialization
-  onInit(brain: BrainyData): Promise<void>
+  onInit(brain: Brainy): Promise<void>
   onShutdown(): Promise<void>
   
   // Noun operations
@@ -459,7 +459,7 @@ interface AugmentationHooks {
 
 ```typescript
 // Combine multiple augmentations
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     // Order matters - executed in sequence
     new EntityRegistryAugmentation(),    // Deduplication first
diff --git a/docs/architecture/noun-verb-taxonomy.md b/docs/architecture/noun-verb-taxonomy.md
index e7948578..7aa550ae 100644
--- a/docs/architecture/noun-verb-taxonomy.md
+++ b/docs/architecture/noun-verb-taxonomy.md
@@ -41,8 +41,8 @@ const data = await brain1.export()
 await brain2.import(data)
 
 // Or sync between different storage backends
-const cloudBrain = new BrainyData({ storage: 's3' })
-const localBrain = new BrainyData({ storage: 'filesystem' })
+const cloudBrain = new Brainy({ storage: 's3' })
+const localBrain = new Brainy({ storage: 'filesystem' })
 await cloudBrain.sync(localBrain) // Types match perfectly
 ```
 
diff --git a/docs/architecture/overview.md b/docs/architecture/overview.md
index 3a2555a7..9cdd9fc0 100644
--- a/docs/architecture/overview.md
+++ b/docs/architecture/overview.md
@@ -4,7 +4,7 @@ Brainy is a multi-dimensional AI database that combines vector similarity, graph
 
 ## Core Components
 
-### BrainyData (Main Entry Point)
+### Brainy (Main Entry Point)
 The central orchestrator that manages all subsystems:
 - **HNSW Index**: O(log n) vector similarity search
 - **Storage System**: Universal storage adapters (FileSystem, S3, OPFS, Memory)
@@ -90,11 +90,11 @@ Brainy's extensible plugin architecture allows for powerful enhancements:
 ### Creating Custom Augmentations
 ```typescript
 class CustomAugmentation extends BrainyAugmentation {
-  async onInit(brain: BrainyData): Promise<void> {
+  async onInit(brain: Brainy): Promise<void> {
     // Initialize augmentation
   }
   
-  async onAdd(item: any, brain: BrainyData): Promise<any> {
+  async onAdd(item: any, brain: Brainy): Promise<any> {
     // Process item before adding
     return item
   }
diff --git a/docs/architecture/storage-architecture.md b/docs/architecture/storage-architecture.md
index fa6e19bd..c4ebd13d 100644
--- a/docs/architecture/storage-architecture.md
+++ b/docs/architecture/storage-architecture.md
@@ -27,7 +27,7 @@ Brainy provides multiple storage adapters with identical APIs:
 
 ### FileSystem Storage (Node.js)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'filesystem',
     path: './data'
@@ -40,7 +40,7 @@ const brain = new BrainyData({
 
 ### S3 Compatible Storage
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 's3',
     bucket: 'my-brainy-data',
@@ -58,7 +58,7 @@ const brain = new BrainyData({
 
 ### Origin Private File System (Browser)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'opfs'
   }
@@ -70,7 +70,7 @@ const brain = new BrainyData({
 
 ### Memory Storage
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'memory'
   }
@@ -172,7 +172,7 @@ Ensures durability and enables recovery:
 ### Caching Strategy
 ```typescript
 // Configure caching per storage type
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'filesystem',
     cache: {
@@ -236,8 +236,8 @@ await brain.import(backup, {
 ### Storage Migration
 ```typescript
 // Migrate between storage types
-const oldBrain = new BrainyData({ storage: { type: 'filesystem' } })
-const newBrain = new BrainyData({ storage: { type: 's3' } })
+const oldBrain = new Brainy({ storage: { type: 'filesystem' } })
+const newBrain = new Brainy({ storage: { type: 's3' } })
 
 await oldBrain.init()
 await newBrain.init()
diff --git a/docs/architecture/zero-config.md b/docs/architecture/zero-config.md
index 1e8ef92b..363d9d7e 100644
--- a/docs/architecture/zero-config.md
+++ b/docs/architecture/zero-config.md
@@ -11,10 +11,10 @@ Brainy is designed with **"Zero Config by Default, Infinite Tunability"** philos
 ### Instant Start
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
 // That's it. No config needed.
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Brainy automatically:
@@ -100,7 +100,7 @@ Brainy seamlessly migrates between storage types:
 
 ```typescript
 // Start with memory storage (development)
-const brain = new BrainyData()  // Auto-selects memory
+const brain = new Brainy()  // Auto-selects memory
 
 // Later, migrate to production storage
 await brain.migrate({
@@ -292,7 +292,7 @@ Models are automatically downloaded when needed:
 
 ```typescript
 // First use - model auto-downloads
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()  // Downloads model if not cached
 
 // Intelligent model caching
@@ -705,7 +705,7 @@ While zero-config is default, you can override when needed:
 
 ```typescript
 // Explicit configuration when needed
-const brain = new BrainyData({
+const brain = new Brainy({
   // Override auto-detection
   storage: {
     type: 'filesystem',
diff --git a/docs/augmentations/COMPLETE-REFERENCE.md b/docs/augmentations/COMPLETE-REFERENCE.md
index 88247e95..25ea734e 100644
--- a/docs/augmentations/COMPLETE-REFERENCE.md
+++ b/docs/augmentations/COMPLETE-REFERENCE.md
@@ -5,9 +5,9 @@
 ## Quick Start
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   // Augmentations auto-configure based on environment
   storage: 'auto',     // Storage augmentation
   cache: true,         // Cache augmentation
@@ -40,7 +40,7 @@ Augmentations are modular extensions that add functionality to Brainy without cl
 **Auto-enabled**: When `storage: 'memory'` or in test environments  
 **Purpose**: In-memory storage for testing and temporary data
 ```typescript
-const brain = new BrainyData({ storage: 'memory' })
+const brain = new Brainy({ storage: 'memory' })
 ```
 
 ### FileSystemStorageAugmentation  
@@ -48,7 +48,7 @@ const brain = new BrainyData({ storage: 'memory' })
 **Auto-enabled**: When `storage: 'filesystem'` or Node.js detected  
 **Purpose**: Persistent file-based storage for Node.js applications
 ```typescript
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'filesystem', path: './data' }
 })
 ```
@@ -58,7 +58,7 @@ const brain = new BrainyData({
 **Auto-enabled**: When `storage: 'opfs'` or browser with OPFS support  
 **Purpose**: Browser-based persistent storage using Origin Private File System
 ```typescript
-const brain = new BrainyData({ storage: 'opfs' })
+const brain = new Brainy({ storage: 'opfs' })
 ```
 
 ### S3StorageAugmentation
@@ -66,7 +66,7 @@ const brain = new BrainyData({ storage: 'opfs' })
 **Manual**: Requires AWS credentials  
 **Purpose**: AWS S3-compatible cloud storage
 ```typescript
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: {
     type: 's3',
     bucket: 'my-bucket',
@@ -81,7 +81,7 @@ const brain = new BrainyData({
 **Manual**: Requires Cloudflare credentials  
 **Purpose**: Cloudflare R2 storage (S3-compatible)
 ```typescript
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: {
     type: 'r2',
     accountId: 'xxx',
@@ -96,7 +96,7 @@ const brain = new BrainyData({
 **Manual**: Requires Google Cloud credentials  
 **Purpose**: Google Cloud Storage
 ```typescript
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: {
     type: 'gcs',
     bucket: 'my-bucket',
@@ -174,7 +174,7 @@ brain.addNouns([...])        // Automatically batched
 **Auto-enabled**: When `wal: true`  
 **Purpose**: Write-ahead logging for crash recovery
 ```typescript
-const brain = new BrainyData({ wal: true })
+const brain = new Brainy({ wal: true })
 // Automatic recovery on restart after crash
 ```
 
@@ -275,7 +275,7 @@ class NotionSynapse extends SynapseAugmentation {
 
 ### Auto-Configuration
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   // These auto-register augmentations:
   storage: 'auto',        // Storage augmentation
   cache: true,           // Cache augmentation  
@@ -286,7 +286,7 @@ const brain = new BrainyData({
 
 ### Manual Registration
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Register before init()
 const customAug = new MyCustomAugmentation()
@@ -347,7 +347,7 @@ class MyAugmentation extends BaseAugmentation {
 
 ### Where Augmentations Hook In
 
-**BrainyData Constructor**:
+**Brainy Constructor**:
 - Storage augmentations register based on config
 - Cache/Index augmentations auto-register if enabled
 
diff --git a/docs/augmentations/CONFIGURATION.md b/docs/augmentations/CONFIGURATION.md
index 74b44741..3a7bd112 100644
--- a/docs/augmentations/CONFIGURATION.md
+++ b/docs/augmentations/CONFIGURATION.md
@@ -24,10 +24,10 @@ The Brainy Augmentation Configuration System provides a VSCode-style extension a
 ### Using an Augmentation with Configuration
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
 // Zero-config (uses defaults)
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // With custom configuration
   immediateWrites: true,
diff --git a/docs/augmentations/DEVELOPER-GUIDE.md b/docs/augmentations/DEVELOPER-GUIDE.md
index 0b659362..6af37ee0 100644
--- a/docs/augmentations/DEVELOPER-GUIDE.md
+++ b/docs/augmentations/DEVELOPER-GUIDE.md
@@ -42,10 +42,10 @@ export class MyFirstAugmentation extends BaseAugmentation {
 ## Using Your Augmentation
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 import { MyFirstAugmentation } from './my-first-augmentation'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Register before init()
 brain.augmentations.register(new MyFirstAugmentation())
@@ -301,12 +301,12 @@ class EncryptionAugmentation extends BaseAugmentation {
 
 ```typescript
 import { describe, it, expect } from 'vitest'
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 import { MyAugmentation } from './my-augmentation'
 
 describe('MyAugmentation', () => {
   it('should hook into addNoun', async () => {
-    const brain = new BrainyData({ storage: 'memory' })
+    const brain = new Brainy({ storage: 'memory' })
     const aug = new MyAugmentation()
     
     // Spy on the execute method
diff --git a/docs/augmentations/README.md b/docs/augmentations/README.md
index 80f632e9..05e9d41e 100644
--- a/docs/augmentations/README.md
+++ b/docs/augmentations/README.md
@@ -116,7 +116,7 @@ Visual representations of data.
 ### Zero-Config Approach
 
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Just register augmentations - they work automatically!
 brain.augmentations.register(new EntityRegistryAugmentation())
@@ -128,7 +128,7 @@ await brain.init()
 ### With Configuration
 
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 
 brain.augmentations.register(
   new APIServerAugmentation({
diff --git a/docs/augmentations/api-server.md b/docs/augmentations/api-server.md
index 3c4f7869..9546a41e 100644
--- a/docs/augmentations/api-server.md
+++ b/docs/augmentations/api-server.md
@@ -33,10 +33,10 @@ npm install express cors ws
 ## Zero-Config Usage
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 import { APIServerAugmentation } from 'brainy/augmentations'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Register the API server augmentation
 brain.augmentations.register(new APIServerAugmentation())
@@ -281,7 +281,7 @@ The APIServerAugmentation hooks into Brainy's augmentation pipeline:
 
 ```typescript
 // Server
-const brain = new BrainyData()
+const brain = new Brainy()
 brain.augmentations.register(new APIServerAugmentation())
 await brain.init()
 
@@ -357,7 +357,7 @@ class FilteredAPIServer extends APIServerAugmentation {
 ### Integration with Other Augmentations
 
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Stack augmentations for complete system
 brain.augmentations.register(new EntityRegistryAugmentation()) // Dedup
diff --git a/docs/features/complete-feature-list.md b/docs/features/complete-feature-list.md
index 02910d24..2b78bacc 100644
--- a/docs/features/complete-feature-list.md
+++ b/docs/features/complete-feature-list.md
@@ -137,7 +137,7 @@ await neuralImport.generateInsights(data)
 Brainy automatically loads models with ZERO configuration required:
 
 ```typescript
-const brain = new BrainyData() // That's it!
+const brain = new Brainy() // That's it!
 await brain.init()
 // Models load automatically from best available source
 ```
@@ -159,7 +159,7 @@ await brain.init()
 
 ### Reader Mode ✅
 ```typescript
-const brain = new BrainyData({ mode: 'reader' })
+const brain = new Brainy({ mode: 'reader' })
 // Optimized for read-heavy workloads
 // 80% cache ratio, aggressive prefetch
 // 1 hour TTL, minimal writes
@@ -167,7 +167,7 @@ const brain = new BrainyData({ mode: 'reader' })
 
 ### Writer Mode ✅
 ```typescript
-const brain = new BrainyData({ mode: 'writer' })
+const brain = new Brainy({ mode: 'writer' })
 // Optimized for write-heavy workloads
 // Large write buffers, batch writes
 // Minimal caching, fast ingestion
@@ -175,7 +175,7 @@ const brain = new BrainyData({ mode: 'writer' })
 
 ### Hybrid Mode ✅
 ```typescript
-const brain = new BrainyData({ mode: 'hybrid' })
+const brain = new Brainy({ mode: 'hybrid' })
 // Balanced for mixed workloads
 // Adaptive caching and batching
 ```
@@ -346,7 +346,7 @@ import { crypto } from 'brainy/utils'
 
 ### 1. Zero Configuration
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 // Everything else is automatic!
 ```
@@ -384,10 +384,10 @@ await brain.init()
 ## 🚀 Quick Start
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
 // Zero config required!
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Add data (auto-detects type)
diff --git a/docs/guides/enterprise-for-everyone.md b/docs/guides/enterprise-for-everyone.md
index ab15a456..3196910e 100644
--- a/docs/guides/enterprise-for-everyone.md
+++ b/docs/guides/enterprise-for-everyone.md
@@ -21,7 +21,7 @@ Enterprise features on our roadmap.
 **Everyone gets bank-level security features:**
 
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   security: {
     encryption: 'aes-256-gcm',        // Military-grade encryption
     keyRotation: true,                // Automatic key rotation
@@ -47,7 +47,7 @@ const brain = new BrainyData({
 
 ```typescript
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
       enabled: true,                    // Write-ahead logging
       redundancy: 3,                    // Triple redundancy
@@ -102,7 +102,7 @@ const performance = {
 ```typescript
 import { MonitoringAugmentation } from 'brainy'
 
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new MonitoringAugmentation({
       metrics: 'all',                  // Complete metrics
@@ -171,7 +171,7 @@ await brain.syncWith({
 
 ```typescript
 // Same architecture Netflix uses, free for you
-const brain = new BrainyData({
+const brain = new Brainy({
   clustering: {
     enabled: true,                   // Distributed mode
     sharding: 'automatic',           // Auto-sharding
@@ -197,7 +197,7 @@ const brain = new BrainyData({
 **Everyone gets compliance tools:**
 
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   compliance: {
     gdpr: {
       rightToDelete: true,           // Automatic PII deletion
@@ -235,7 +235,7 @@ const brain = new BrainyData({
 
 ```typescript
 // Advanced AI capabilities for everyone
-const brain = new BrainyData({
+const brain = new Brainy({
   ai: {
     embeddings: 'state-of-the-art',  // Best models available
     dimensions: 1536,                 // High-precision vectors
@@ -267,7 +267,7 @@ const anomalies = await brain.detectAnomalies()
 
 ```typescript
 // CI/CD and DevOps features
-const brain = new BrainyData({
+const brain = new Brainy({
   operations: {
     blueGreen: true,                 // Zero-downtime deployments
     canary: true,                    // Gradual rollouts
@@ -316,7 +316,7 @@ Your hobby project today might be tomorrow's unicorn startup. With Brainy, you w
 ### Startups
 ```typescript
 // A 2-person startup gets the same features as Amazon
-const startup = new BrainyData()
+const startup = new Brainy()
 // ✓ Full durability
 // ✓ Complete security
 // ✓ Unlimited scale
@@ -326,7 +326,7 @@ const startup = new BrainyData()
 ### Education
 ```typescript
 // Students learn with production-grade tools
-const classroom = new BrainyData()
+const classroom = new Brainy()
 // ✓ No feature restrictions
 // ✓ Real enterprise experience
 // ✓ Free forever
@@ -335,7 +335,7 @@ const classroom = new BrainyData()
 ### Non-Profits
 ```typescript
 // NGOs get enterprise features without enterprise costs
-const nonprofit = new BrainyData()
+const nonprofit = new Brainy()
 // ✓ Compliance tools
 // ✓ Security features
 // ✓ Scale for impact
@@ -345,7 +345,7 @@ const nonprofit = new BrainyData()
 ### Enterprises
 ```typescript
 // Enterprises get everything plus peace of mind
-const enterprise = new BrainyData()
+const enterprise = new Brainy()
 // ✓ Proven at scale
 // ✓ Community tested
 // ✓ No vendor lock-in
@@ -397,10 +397,10 @@ npm install brainy
 ```
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
 // Create your enterprise-grade database
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // You're now running the same tech as Fortune 500 companies
diff --git a/docs/guides/getting-started.md b/docs/guides/getting-started.md
index b1b9d85c..98195559 100644
--- a/docs/guides/getting-started.md
+++ b/docs/guides/getting-started.md
@@ -13,10 +13,10 @@ npm install @soulcraft/brainy
 ### Simple Initialization
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
 // Create a new Brainy instance with defaults
-const brain = new BrainyData()
+const brain = new Brainy()
 
 // Initialize (downloads models if needed)
 await brain.init()
@@ -27,7 +27,7 @@ await brain.init()
 ### Custom Configuration
 
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   // Storage configuration
   storage: {
     type: 'filesystem',  // or 's3', 'opfs', 'memory'
@@ -193,7 +193,7 @@ const results = await brain.find({
 
 ```typescript
 // Configure for streaming
-const brain = new BrainyData({
+const brain = new Brainy({
   augmentations: [
     new EntityRegistryAugmentation(),  // Deduplication
     new BatchProcessingAugmentation({ batchSize: 100 })  // Batching
@@ -220,7 +220,7 @@ async function processStream(item) {
 
 ### Development (Memory)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { type: 'memory' }
 })
 // Fast, temporary, perfect for testing
@@ -228,7 +228,7 @@ const brain = new BrainyData({
 
 ### Production (FileSystem)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 'filesystem',
     path: '/var/lib/brainy'
@@ -239,7 +239,7 @@ const brain = new BrainyData({
 
 ### Cloud (S3)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     type: 's3',
     bucket: 'my-brainy-data',
@@ -251,7 +251,7 @@ const brain = new BrainyData({
 
 ### Browser (OPFS)
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { type: 'opfs' }
 })
 // Browser-native, persistent, offline-capable
@@ -279,7 +279,7 @@ for (const rel of relationships) {
 
 ### 2. Enable Caching
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   cache: {
     enabled: true,
     maxSize: 1000,
@@ -298,7 +298,7 @@ const results = await brain.search("query", {
 
 ### 4. Index Frequently Queried Fields
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   indexedFields: ['category', 'userId', 'timestamp']
 })
 ```
diff --git a/docs/guides/import-anything.md b/docs/guides/import-anything.md
index aae5364f..83e49ef9 100644
--- a/docs/guides/import-anything.md
+++ b/docs/guides/import-anything.md
@@ -9,9 +9,9 @@ Brainy's import is **ONE magical method** that understands EVERYTHING:
 ## The Ultimate Simplicity
 
 ```javascript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // ONE method for EVERYTHING:
diff --git a/docs/guides/model-loading.md b/docs/guides/model-loading.md
index b7924ff8..020c420e 100644
--- a/docs/guides/model-loading.md
+++ b/docs/guides/model-loading.md
@@ -7,7 +7,7 @@ Brainy uses AI embedding models to understand and process your data. This guide
 **For most developers, no configuration is needed:**
 
 ```typescript
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init() // Models load automatically
 ```
 
@@ -38,21 +38,21 @@ Brainy tries multiple sources in this order:
 ### Browser
 ```typescript
 // Automatically configured for browsers
-const brain = new BrainyData() // Works in React, Vue, vanilla JS
+const brain = new Brainy() // Works in React, Vue, vanilla JS
 await brain.init() // Downloads models via CDN
 ```
 
 ### Node.js Development
 ```typescript
 // Zero config - downloads to ./models/
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init() // Downloads once, cached forever
 ```
 
 ### Production Server
 ```typescript
 // Preload models during build/deployment
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init() // Uses cached local models
 ```
 
@@ -87,7 +87,7 @@ ls ./models/Xenova/all-MiniLM-L6-v2/
 
 ### Custom Model Path
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   embedding: {
     cacheDir: './custom-models'
   }
@@ -213,7 +213,7 @@ chmod 755 ./models
 export BRAINY_MODELS_PATH=/tmp/brainy-models
 
 # Or use memory-only storage
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { forceMemoryStorage: true }
 })
 ```
@@ -223,7 +223,7 @@ const brain = new BrainyData({
 ### Development
 ```typescript
 // ✅ Zero config - just works
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 ```
 
@@ -259,7 +259,7 @@ RUN test -f ./models/Xenova/all-MiniLM-L6-v2/onnx/model.onnx
 ### Lambda/Serverless
 ```typescript
 // ✅ Models in deployment package
-const brain = new BrainyData({
+const brain = new Brainy({
   embedding: {
     localFilesOnly: true, // No downloads in lambda
     cacheDir: './models'  // Bundled with deployment
@@ -300,7 +300,7 @@ const response = await openai.embeddings.create({
 })
 
 // After: Local Brainy embeddings
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init() // One-time setup
 const id = await brain.add("Your text", { nounType: 'content' }) // Embedded automatically
 ```
@@ -312,7 +312,7 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer('all-MiniLM-L6-v2')
 
 # After: JavaScript Brainy (same model!)
-const brain = new BrainyData() // Uses same all-MiniLM-L6-v2
+const brain = new Brainy() // Uses same all-MiniLM-L6-v2
 await brain.init()
 ```
 
@@ -320,7 +320,7 @@ await brain.init()
 
 ### Custom Embedding Options
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   embedding: {
     model: 'Xenova/all-MiniLM-L6-v2', // Default
     dtype: 'q8',                       // Quantized for speed
@@ -341,7 +341,7 @@ const customEmbedder = createEmbeddingFunction({
   dtype: 'fp32' // Higher precision
 })
 
-const brain = new BrainyData({
+const brain = new Brainy({
   embeddingFunction: customEmbedder
 })
 ```
diff --git a/docs/guides/natural-language.md b/docs/guides/natural-language.md
index 47fdef7e..4731af92 100644
--- a/docs/guides/natural-language.md
+++ b/docs/guides/natural-language.md
@@ -21,9 +21,9 @@ The current NLP implementation supports:
 ## Basic Usage
 
 ```typescript
-import { BrainyData } from 'brainy'
+import { Brainy } from 'brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Simply ask in natural language
diff --git a/docs/guides/neural-api.md b/docs/guides/neural-api.md
index b9a63704..a703162b 100644
--- a/docs/guides/neural-api.md
+++ b/docs/guides/neural-api.md
@@ -9,9 +9,9 @@ The Neural API provides advanced AI-powered features for understanding relations
 ## Quick Start
 
 ```javascript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
-const brain = new BrainyData()
+const brain = new Brainy()
 await brain.init()
 
 // Access Neural API
@@ -340,7 +340,7 @@ const sim = await neural.similar('fake-id-1', 'fake-id-2')
 
 ```javascript
 // Configure neural behavior at initialization
-const brain = new BrainyData({
+const brain = new Brainy({
   neural: {
     cacheSize: 1000,        // Cache up to 1000 results
     defaultAlgorithm: 'kmeans',
diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md
index 5cfd40f8..30f01f52 100644
--- a/docs/troubleshooting.md
+++ b/docs/troubleshooting.md
@@ -75,7 +75,7 @@ ENV BRAINY_MODEL_DTYPE=q8
 chmod 755 ./brainy-data
 
 # Use custom writable path
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     adapter: 'filesystem',
     path: '/tmp/brainy-data'
@@ -83,7 +83,7 @@ const brain = new BrainyData({
 })
 
 # Or use memory storage
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: { forceMemoryStorage: true }
 })
 ```
@@ -98,7 +98,7 @@ const brain = new BrainyData({
 mkdir -p ./brainy-data
 
 # Check storage configuration
-const brain = new BrainyData({
+const brain = new Brainy({
   storage: {
     adapter: 'filesystem',
     path: '/full/path/to/storage' // Use absolute path
@@ -126,7 +126,7 @@ const brain = new BrainyData({
 2. **Network issues**
    ```typescript
    // Set initialization timeout
-   const brain = new BrainyData()
+   const brain = new Brainy()
    
    // Use Promise.race for timeout
    const initPromise = Promise.race([
@@ -210,7 +210,7 @@ const brain = new BrainyData({
 
 1. **Enable search cache**
    ```typescript
-   const brain = new BrainyData({
+   const brain = new Brainy({
      cache: {
        search: {
          maxSize: 1000,
@@ -283,7 +283,7 @@ const brain = new BrainyData({
 2. **Use memory storage in tests**
    ```typescript
    // In test setup
-   const brain = new BrainyData({
+   const brain = new Brainy({
      storage: { forceMemoryStorage: true }
    })
    ```
@@ -352,7 +352,7 @@ ENV BRAINY_MODELS_PATH=./models
 Enable verbose logging to see what's happening:
 
 ```typescript
-const brain = new BrainyData({
+const brain = new Brainy({
   logging: { verbose: true }
 })
 ```
@@ -364,7 +364,7 @@ Verify your Brainy setup:
 ```typescript
 // Basic health check
 try {
-  const brain = new BrainyData()
+  const brain = new Brainy()
   await brain.init()
   
   const id = await brain.add("health check", { nounType: 'content' })
diff --git a/docs/universal-display-augmentation.md b/docs/universal-display-augmentation.md
index 950614cc..3ad7fff8 100644
--- a/docs/universal-display-augmentation.md
+++ b/docs/universal-display-augmentation.md
@@ -23,9 +23,9 @@ The Universal Display Augmentation is a powerful AI-powered system that automati
 ### Basic Usage
 
 ```typescript
-import { BrainyData } from '@soulcraft/brainy'
+import { Brainy } from '@soulcraft/brainy'
 
-const brainy = new BrainyData()
+const brainy = new Brainy()
 await brainy.init()
 
 // Add some data
@@ -186,12 +186,12 @@ const stats = displayAug.getStats()
 console.log(`Cache hit ratio: ${stats.cacheHitRatio}%`)
 ```
 
-### BrainyData Configuration
+### Brainy Configuration
 
 Configure at initialization:
 
 ```typescript
-const brainy = new BrainyData({
+const brainy = new Brainy({
   augmentations: {
     display: {
       enabled: true,
diff --git a/examples/api-server-example.ts b/examples/api-server-example.ts
index 7538b2d1..0e0b8288 100644
--- a/examples/api-server-example.ts
+++ b/examples/api-server-example.ts
@@ -7,12 +7,12 @@
  * Zero-config philosophy: Just create and register the augmentation!
  */
 
-import { BrainyData } from '../src/index.js'
+import { Brainy } from '../src/index.js'
 import { APIServerAugmentation } from '../src/augmentations/apiServerAugmentation.js'
 
 async function main() {
   // 1. Create Brainy with zero config
-  const brain = new BrainyData()
+  const brain = new Brainy()
   await brain.init()
   
   // 2. Add some sample data
diff --git a/examples/augmentations-zero-config.ts b/examples/augmentations-zero-config.ts
index f73fbf05..78c0f82a 100644
--- a/examples/augmentations-zero-config.ts
+++ b/examples/augmentations-zero-config.ts
@@ -5,14 +5,14 @@
  * Augmentations extend Brainy without any complex setup.
  */
 
-import { BrainyData } from '../src/index.js'
+import { Brainy } from '../src/index.js'
 import { EntityRegistryAugmentation } from '../src/augmentations/entityRegistryAugmentation.js'
 import { BatchProcessingAugmentation } from '../src/augmentations/batchProcessingAugmentation.js'
 import { APIServerAugmentation } from '../src/augmentations/apiServerAugmentation.js'
 
 async function main() {
   // Create Brainy - zero config!
-  const brain = new BrainyData()
+  const brain = new Brainy()
   
   // Register augmentations - they just work!
   brain.augmentations.register(new EntityRegistryAugmentation()) // Deduplication
diff --git a/examples/tests/focused-validation.js b/examples/tests/focused-validation.js
index f5965215..5410943d 100644
--- a/examples/tests/focused-validation.js
+++ b/examples/tests/focused-validation.js
@@ -4,7 +4,7 @@
  * 🚀 Focused Validation - Test Core Functionality with Timeout
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🚀 Brainy 2.0 - Focused Production Test')
 console.log('=' + '='.repeat(35))
@@ -20,7 +20,7 @@ const TIMEOUT = 45000 // 45 seconds
 const timeoutId = setTimeout(() => {
   console.log(`\n⏰ TIMEOUT after ${timeElapsed()}s - Core systems initialized successfully!`)
   console.log('🎯 Key Evidence:')
-  console.log('✅ BrainyData instantiated')
+  console.log('✅ Brainy instantiated')
   console.log('✅ All augmentations loading') 
   console.log('✅ Storage systems operational')
   console.log('✅ Models found in cache')
@@ -30,7 +30,7 @@ const timeoutId = setTimeout(() => {
 
 try {
   console.log(`\n⏱️  [${timeElapsed()}s] Initializing brain...`)
-  const brain = new BrainyData({ storage: { type: 'memory' }, verbose: false })
+  const brain = new Brainy({ storage: { type: 'memory' }, verbose: false })
   
   console.log(`⏱️  [${timeElapsed()}s] Starting init()...`)
   
diff --git a/examples/tests/instant-validation.js b/examples/tests/instant-validation.js
index 061839ef..334c69f9 100644
--- a/examples/tests/instant-validation.js
+++ b/examples/tests/instant-validation.js
@@ -5,13 +5,13 @@
  * Tests that core functionality works without heavy model loading
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🚀 Brainy 2.0 - Instant Core API Validation')
 console.log('=' + '='.repeat(40))
 
 // Skip heavy initialization, focus on API validation
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' }, 
   verbose: false,
   skipModelDownload: true // Skip heavy model operations
@@ -32,8 +32,8 @@ function test(name, condition) {
 try {
   console.log('\n🔧 Core API Structure Tests...')
   
-  // Test 1: BrainyData class instantiated
-  test('BrainyData class instantiation', brain instanceof Object)
+  // Test 1: Brainy class instantiated
+  test('Brainy class instantiation', brain instanceof Object)
   
   // Test 2: Core methods exist
   test('addNoun method exists', typeof brain.addNoun === 'function')
diff --git a/examples/tests/production-validation.js b/examples/tests/production-validation.js
index b7db4a93..e4119a54 100644
--- a/examples/tests/production-validation.js
+++ b/examples/tests/production-validation.js
@@ -7,7 +7,7 @@
  * Focus on HIGH-IMPACT validation that proves the system is ready for release.
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 import { performance } from 'perf_hooks'
 
 console.log('🚀 Brainy 2.0 - Production Validation Suite')
@@ -19,7 +19,7 @@ const testConfig = {
   verbose: false
 }
 
-const brain = new BrainyData(testConfig)
+const brain = new Brainy(testConfig)
 
 // Validation results tracking
 const results = {
diff --git a/examples/tests/quick-validation.js b/examples/tests/quick-validation.js
index ceb92788..3575c76a 100644
--- a/examples/tests/quick-validation.js
+++ b/examples/tests/quick-validation.js
@@ -4,12 +4,12 @@
  * 🚀 Quick Production Validation - Focus on Core Functionality
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🚀 Brainy 2.0 - Quick Production Validation')
 console.log('=' + '='.repeat(40))
 
-const brain = new BrainyData({ storage: { type: 'memory' }, verbose: false })
+const brain = new Brainy({ storage: { type: 'memory' }, verbose: false })
 
 try {
   // Test 1: Initialize
diff --git a/examples/tests/test-cli.js b/examples/tests/test-cli.js
index 2699b79f..98a2447e 100644
--- a/examples/tests/test-cli.js
+++ b/examples/tests/test-cli.js
@@ -4,14 +4,14 @@
  * Quick CLI API Compatibility Test
  */
 
-import { BrainyData } from './dist/brainyData.js'
+import { Brainy } from '../../dist/index.js'
 
 console.log('🧠 Testing CLI API compatibility...')
 
-const brain = new BrainyData({ storage: { type: 'memory' }, verbose: false })
+const brain = new Brainy({ storage: { type: 'memory' }, verbose: false })
 
 try {
-  console.log('✅ BrainyData instantiated')
+  console.log('✅ Brainy instantiated')
   
   // Test method signatures
   console.log('✅ addNoun method:', typeof brain.addNoun === 'function')
diff --git a/examples/tests/test-consolidated-api.js b/examples/tests/test-consolidated-api.js
index f8c670bd..18e61059 100644
--- a/examples/tests/test-consolidated-api.js
+++ b/examples/tests/test-consolidated-api.js
@@ -1,11 +1,11 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧪 Testing Brainy 2.0 Consolidated API')
 console.log('=' + '='.repeat(50))
 
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' },
   verbose: false 
 })
diff --git a/examples/tests/test-core-direct.js b/examples/tests/test-core-direct.js
index c3757147..bcdb6fd4 100755
--- a/examples/tests/test-core-direct.js
+++ b/examples/tests/test-core-direct.js
@@ -5,7 +5,7 @@
  * Bypasses Vitest to avoid memory overhead
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 Testing Brainy Core Functionality (Direct Node.js)')
 console.log('=' + '='.repeat(60))
@@ -32,15 +32,15 @@ async function testBrainyCore() {
   try {
     // Test 1: Library Loading
     console.log('\n📦 Testing Library Loading')
-    assert(typeof BrainyData === 'function', 'BrainyData class should be exported')
+    assert(typeof Brainy === 'function', 'Brainy class should be exported')
     
     // Test 2: Instance Creation
     console.log('\n🏗️  Testing Instance Creation')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
-    assert(brain !== null, 'Should create BrainyData instance')
+    assert(brain !== null, 'Should create Brainy instance')
     assert(brain.dimensions === 384, 'Should have 384 dimensions')
     
     // Test 3: Initialization
diff --git a/examples/tests/test-core-functionality.js b/examples/tests/test-core-functionality.js
index ffc71341..665cb9cf 100755
--- a/examples/tests/test-core-functionality.js
+++ b/examples/tests/test-core-functionality.js
@@ -7,7 +7,7 @@
  * Uses minimal memory approach to avoid ONNX issues.
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 Brainy 2.0 Core Functionality Verification')
 console.log('=' + '='.repeat(55))
@@ -45,7 +45,7 @@ async function runTests() {
   console.log(`   RSS:  ${(startMem.rss / 1024 / 1024).toFixed(2)} MB`)
   
   // Create Brainy instance with custom embedding function to avoid ONNX
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: { forceMemoryStorage: true },
     verbose: false,
     // Use a simple embedding function to avoid ONNX memory issues
diff --git a/examples/tests/test-direct-search.js b/examples/tests/test-direct-search.js
index 020480b8..0a121712 100644
--- a/examples/tests/test-direct-search.js
+++ b/examples/tests/test-direct-search.js
@@ -7,7 +7,7 @@
  * to identify where the timeout occurs
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testDirectSearch() {
   console.log('🔍 DIRECT SEARCH TEST')
@@ -16,7 +16,7 @@ async function testDirectSearch() {
   try {
     // 1. Initialize
     console.log('1. Initializing Brainy...')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-fast-ai.js b/examples/tests/test-fast-ai.js
index 19cae06b..a94c08cd 100644
--- a/examples/tests/test-fast-ai.js
+++ b/examples/tests/test-fast-ai.js
@@ -4,13 +4,13 @@
  * Fast focused test of critical AI features
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function quickTest() {
   try {
     console.log('🚀 QUICK BRAINY AI TEST')
     
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-memory-check.js b/examples/tests/test-memory-check.js
index 4d247587..463ae7c2 100644
--- a/examples/tests/test-memory-check.js
+++ b/examples/tests/test-memory-check.js
@@ -9,12 +9,12 @@ console.log('ORT_INTRA_OP_NUM_THREADS:', process.env.ORT_INTRA_OP_NUM_THREADS)
 console.log('ORT_INTER_OP_NUM_THREADS:', process.env.ORT_INTER_OP_NUM_THREADS)
 
 // Now test with minimal embedding
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testMinimalSearch() {
   try {
     console.log('\nInitializing Brainy...')
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-memory-leak.js b/examples/tests/test-memory-leak.js
index 84e61264..68338221 100644
--- a/examples/tests/test-memory-leak.js
+++ b/examples/tests/test-memory-leak.js
@@ -1,6 +1,6 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testMemoryUsage() {
   console.log('Testing memory usage...\n')
@@ -12,7 +12,7 @@ async function testMemoryUsage() {
     heapUsed: Math.round(memBefore.heapUsed / 1024 / 1024) + ' MB'
   })
   
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: { forceMemoryStorage: true }
   })
   await brain.init()
diff --git a/examples/tests/test-memory-safe.js b/examples/tests/test-memory-safe.js
index 7f3f737f..33c9e8e1 100755
--- a/examples/tests/test-memory-safe.js
+++ b/examples/tests/test-memory-safe.js
@@ -7,7 +7,7 @@
  * Uses reasonable memory limits (4GB instead of 16GB)
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 Testing Memory-Safe Brainy System')
 console.log('=' + '='.repeat(50))
@@ -20,7 +20,7 @@ async function testMemorySafety() {
     console.log(`   RSS:  ${(startMem.rss / 1024 / 1024).toFixed(2)} MB`)
     
     console.log('\n🚀 Initializing Brainy with Universal Memory Manager...')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-metadata-filter.js b/examples/tests/test-metadata-filter.js
index 8aef06d4..9857d065 100644
--- a/examples/tests/test-metadata-filter.js
+++ b/examples/tests/test-metadata-filter.js
@@ -1,8 +1,8 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' },
   verbose: false 
 })
diff --git a/examples/tests/test-minimal.js b/examples/tests/test-minimal.js
index 149fa8a0..6d3996d3 100644
--- a/examples/tests/test-minimal.js
+++ b/examples/tests/test-minimal.js
@@ -1,14 +1,14 @@
 #!/usr/bin/env node
 
 // Minimal test to verify core works without memory issues
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧪 Minimal Brainy Test')
 
 async function minimalTest() {
   try {
     // Just test initialization and basic add
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false,
       // Disable features that might use memory
diff --git a/examples/tests/test-no-search.js b/examples/tests/test-no-search.js
index 19568c97..ab0edc69 100644
--- a/examples/tests/test-no-search.js
+++ b/examples/tests/test-no-search.js
@@ -1,14 +1,14 @@
 #!/usr/bin/env node
 
 // Test without search to avoid memory issues
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧪 Brainy Test (No Search)')
 console.log('===========================')
 
 async function testNoSearch() {
   try {
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false 
     })
diff --git a/examples/tests/test-production-ready.js b/examples/tests/test-production-ready.js
index 468047f9..a93c1eb5 100755
--- a/examples/tests/test-production-ready.js
+++ b/examples/tests/test-production-ready.js
@@ -7,7 +7,7 @@
  * Tests: search(), find(), clustering, Triple Intelligence, Brain Patterns
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 const TEST_TIMEOUT = 30000 // 30 seconds per operation
 
@@ -39,7 +39,7 @@ async function testProductionFunctionality() {
   try {
     // 1. Initialize Brainy
     console.log('1️⃣ Initializing Brainy with real AI models...')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-quick.js b/examples/tests/test-quick.js
index 051fbf03..aa112159 100755
--- a/examples/tests/test-quick.js
+++ b/examples/tests/test-quick.js
@@ -1,7 +1,7 @@
 #!/usr/bin/env node
 
 // Quick test to verify Brainy works without running full test suite
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧪 Quick Brainy Test')
 console.log('====================')
@@ -10,7 +10,7 @@ async function quickTest() {
   try {
     // Test 1: Initialize
     console.log('\n1. Initializing Brainy...')
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false 
     })
diff --git a/examples/tests/test-range-queries.js b/examples/tests/test-range-queries.js
index a7ffacb7..9bd3f912 100644
--- a/examples/tests/test-range-queries.js
+++ b/examples/tests/test-range-queries.js
@@ -1,6 +1,6 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testRangeQueries() {
   console.log('🧠 Testing Brain Patterns Range Query Support...\n')
@@ -8,7 +8,7 @@ async function testRangeQueries() {
   let brain
   try {
     // Initialize with memory storage
-    brain = new BrainyData({
+    brain = new Brainy({
       storage: { forceMemoryStorage: true },
       dimensions: 384,
       metric: 'cosine'
diff --git a/examples/tests/test-real-ai.js b/examples/tests/test-real-ai.js
index 7b9e0d4e..cac6e10a 100644
--- a/examples/tests/test-real-ai.js
+++ b/examples/tests/test-real-ai.js
@@ -5,7 +5,7 @@
  * Direct Node.js script to avoid test framework overhead
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 TESTING BRAINY 2.0 WITH REAL AI MODELS')
 console.log('==========================================')
@@ -13,7 +13,7 @@ console.log('==========================================')
 async function testAllFeatures() {
   try {
     console.log('\n1. Initializing with real AI...')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-refactored-api.js b/examples/tests/test-refactored-api.js
index d07b193c..43a93f89 100644
--- a/examples/tests/test-refactored-api.js
+++ b/examples/tests/test-refactored-api.js
@@ -1,13 +1,13 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 Testing Refactored API Architecture')
 console.log('search(q) = find({like: q})')
 console.log('find(q) = NLP processing → complex TripleQuery')
 console.log('=' + '='.repeat(50))
 
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' },
   verbose: false 
 })
diff --git a/examples/tests/test-remote-models-flag.js b/examples/tests/test-remote-models-flag.js
index 701c8f44..da6c62d5 100644
--- a/examples/tests/test-remote-models-flag.js
+++ b/examples/tests/test-remote-models-flag.js
@@ -5,7 +5,7 @@
  * This validates that the flag prevents remote model downloads and works with local models only
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 import { fileURLToPath } from 'url'
 import { dirname, join } from 'path'
 
@@ -24,8 +24,8 @@ async function testLocalModelsOnly() {
   console.log(`Set BRAINY_MODELS_PATH=${process.env.BRAINY_MODELS_PATH}`)
   
   try {
-    console.log('✅ Creating BrainyData with local models only...')
-    const brain = new BrainyData()
+    console.log('✅ Creating Brainy with local models only...')
+    const brain = new Brainy()
     
     console.log('✅ Initializing (should use local models)...')
     await brain.init()
diff --git a/examples/tests/test-search-find-complete.js b/examples/tests/test-search-find-complete.js
index 6235733c..782c257e 100644
--- a/examples/tests/test-search-find-complete.js
+++ b/examples/tests/test-search-find-complete.js
@@ -5,7 +5,7 @@
  * Verifies industry-leading performance and relevance
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 BRAINY 2.0 SEARCH & FIND VERIFICATION')
 console.log('=' + '='.repeat(50))
@@ -13,7 +13,7 @@ console.log('=' + '='.repeat(50))
 async function testSearchAndFind() {
   try {
     // Initialize with production-like configuration
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-simple.js b/examples/tests/test-simple.js
index 04fcbb0e..6ed7f189 100644
--- a/examples/tests/test-simple.js
+++ b/examples/tests/test-simple.js
@@ -1,6 +1,6 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testBasicFunctionality() {
   console.log('Testing Brainy 2.0 Core Functionality...\n')
@@ -9,7 +9,7 @@ async function testBasicFunctionality() {
   try {
     // Test 1: Initialization
     console.log('1. Testing initialization...')
-    brain = new BrainyData({
+    brain = new Brainy({
       storage: { forceMemoryStorage: true },
       dimensions: 384,
       metric: 'cosine'
diff --git a/examples/tests/test-statistics.js b/examples/tests/test-statistics.js
index d6c9369c..f1ca5bce 100644
--- a/examples/tests/test-statistics.js
+++ b/examples/tests/test-statistics.js
@@ -1,8 +1,8 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' }, 
   verbose: false 
 })
diff --git a/examples/tests/test-storage-adapters.js b/examples/tests/test-storage-adapters.js
index 9887da36..7fc22e38 100644
--- a/examples/tests/test-storage-adapters.js
+++ b/examples/tests/test-storage-adapters.js
@@ -4,7 +4,7 @@
  * Test all storage adapters for Brainy 2.0
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 import { promises as fs } from 'fs'
 import { join } from 'path'
 
@@ -16,7 +16,7 @@ async function testStorageAdapter(name, config) {
   
   try {
     // Initialize with specific storage
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: config,
       verbose: false
     })
diff --git a/examples/tests/test-storage-augmentation.js b/examples/tests/test-storage-augmentation.js
index cbcca4d0..c6253575 100644
--- a/examples/tests/test-storage-augmentation.js
+++ b/examples/tests/test-storage-augmentation.js
@@ -2,7 +2,7 @@
  * Test script to verify storage augmentation system works
  */
 
-import { BrainyData } from './dist/brainyData.js'
+import { Brainy } from '../../dist/index.js'
 import { 
   MemoryStorageAugmentation,
   FileSystemStorageAugmentation 
@@ -13,7 +13,7 @@ console.log('=' .repeat(50))
 
 async function test1_ZeroConfig() {
   console.log('\n1. Zero-Config Test')
-  const brain = new BrainyData()
+  const brain = new Brainy()
   await brain.init()
   
   await brain.add('test', { content: 'Zero-config test' })
@@ -25,7 +25,7 @@ async function test1_ZeroConfig() {
 
 async function test2_ConfigBased() {
   console.log('\n2. Config-Based Storage Test')
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: {
       forceMemoryStorage: true
     }
@@ -41,7 +41,7 @@ async function test2_ConfigBased() {
 
 async function test3_AugmentationOverride() {
   console.log('\n3. Augmentation Override Test')
-  const brain = new BrainyData()
+  const brain = new Brainy()
   
   // Register storage augmentation BEFORE init
   brain.augmentations.register(new MemoryStorageAugmentation('test-memory'))
@@ -59,7 +59,7 @@ async function test4_BackwardCompatibility() {
   console.log('\n4. Backward Compatibility Test')
   
   // Old style with rootDirectory config
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: {
       rootDirectory: './test-data',
       forceFileSystemStorage: true
diff --git a/examples/tests/test-triple-intelligence.js b/examples/tests/test-triple-intelligence.js
index ab899880..45defd53 100644
--- a/examples/tests/test-triple-intelligence.js
+++ b/examples/tests/test-triple-intelligence.js
@@ -12,7 +12,7 @@
  * - Fusion scoring
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 async function testTripleIntelligence() {
   console.log('🧠 TRIPLE INTELLIGENCE COMPREHENSIVE TEST')
@@ -27,7 +27,7 @@ async function testTripleIntelligence() {
   try {
     // Initialize
     console.log('📦 Initializing Brainy...')
-    const brain = new BrainyData({
+    const brain = new Brainy({
       storage: { forceMemoryStorage: true },
       verbose: false
     })
diff --git a/examples/tests/test-update-noun.js b/examples/tests/test-update-noun.js
index 11520bfa..83e7a17f 100644
--- a/examples/tests/test-update-noun.js
+++ b/examples/tests/test-update-noun.js
@@ -1,8 +1,8 @@
 #!/usr/bin/env node
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
-const brain = new BrainyData({ 
+const brain = new Brainy({ 
   storage: { type: 'memory' },
   verbose: false 
 })
diff --git a/examples/tests/test-with-8gb.js b/examples/tests/test-with-8gb.js
index 016a8d1e..78d82455 100644
--- a/examples/tests/test-with-8gb.js
+++ b/examples/tests/test-with-8gb.js
@@ -5,7 +5,7 @@
  * Requires 6-8GB RAM (ONNX runtime requirement)
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 import v8 from 'v8'
 
 // Check if we have enough memory allocated
@@ -23,7 +23,7 @@ console.log('='.repeat(50))
 
 async function testRealSearch() {
   try {
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false 
     })
diff --git a/examples/tests/test-without-embeddings.js b/examples/tests/test-without-embeddings.js
index 845d10db..14ee10a7 100644
--- a/examples/tests/test-without-embeddings.js
+++ b/examples/tests/test-without-embeddings.js
@@ -5,14 +5,14 @@
  * This validates core database operations without ONNX memory issues
  */
 
-import { BrainyData } from './dist/index.js'
+import { Brainy } from './dist/index.js'
 
 console.log('🧠 Testing Brainy Core (No Embeddings)')
 console.log('=' + '='.repeat(50))
 
 async function testCoreFeatures() {
   try {
-    const brain = new BrainyData({ 
+    const brain = new Brainy({ 
       storage: { forceMemoryStorage: true },
       verbose: false,
       // Disable embedding features for this test
diff --git a/examples/tests/verify-cli-api.js b/examples/tests/verify-cli-api.js
index 10204a11..8115c8a9 100644
--- a/examples/tests/verify-cli-api.js
+++ b/examples/tests/verify-cli-api.js
@@ -5,7 +5,7 @@
  * Verifies ALL public API methods are properly integrated in CLI
  */
 
-import { BrainyData } from './dist/brainyData.js'
+import { Brainy } from '../../dist/index.js'
 import fs from 'fs'
 
 console.log('🧠 Brainy 2.0 - Comprehensive CLI API Verification')
diff --git a/src/mcp/README.md b/src/mcp/README.md
index 891a4e22..c69a3b24 100644
--- a/src/mcp/README.md
+++ b/src/mcp/README.md
@@ -41,10 +41,10 @@ The `BrainyMCPService` has been refactored to separate the core functionality fr
 ### In Any Environment (Browser, Node.js, Server)
 
 ```typescript
-import { BrainyData, BrainyMCPAdapter, MCPAugmentationToolset } from '@soulcraft/brainy'
+import { Brainy, BrainyMCPAdapter, MCPAugmentationToolset } from '@soulcraft/brainy'
 
-// Create a BrainyData instance
-const brainyData = new BrainyData()
+// Create a Brainy instance
+const brainyData = new Brainy()
 await brainyData.init()
 
 // Create an MCP adapter
@@ -81,10 +81,10 @@ const toolResponse = await toolset.handleRequest({
 ### In Browser Environment (Core Functionality Only)
 
 ```typescript
-import { BrainyData, BrainyMCPService } from '@soulcraft/brainy'
+import { Brainy, BrainyMCPService } from '@soulcraft/brainy'
 
-// Create a BrainyData instance
-const brainyData = new BrainyData()
+// Create a Brainy instance
+const brainyData = new Brainy()
 await brainyData.init()
 
 // Create an MCP service (server functionality will be disabled in browser)
diff --git a/tests/benchmarks/benchmark-real-world.js b/tests/benchmarks/benchmark-real-world.js
index 1f1ba63a..f90f02fc 100644
--- a/tests/benchmarks/benchmark-real-world.js
+++ b/tests/benchmarks/benchmark-real-world.js
@@ -5,9 +5,8 @@
  * This is the TRUE comparison - with real transformers models
  */
 
-import { Brainy } from '../dist/brainy.js'
-import { BrainyData } from '../dist/brainyData.js'
-import { NounType, VerbType } from '../dist/types/graphTypes.js'
+import { Brainy } from '../../dist/index.js'
+import { NounType, VerbType } from '../../dist/types/graphTypes.js'
 
 // Real text samples for embedding
 const REAL_DOCUMENTS = [
diff --git a/tests/benchmarks/performance-comprehensive.js b/tests/benchmarks/performance-comprehensive.js
index fbd2fd26..f38a0119 100644
--- a/tests/benchmarks/performance-comprehensive.js
+++ b/tests/benchmarks/performance-comprehensive.js
@@ -5,9 +5,8 @@
  * Compares Brainy v3 vs v2 vs Competition benchmarks
  */
 
-import { Brainy } from '../dist/brainy.js'
-import { BrainyData } from '../dist/brainyData.js'
-import { NounType, VerbType } from '../dist/types/graphTypes.js'
+import { Brainy } from '../../dist/index.js'
+import { NounType, VerbType } from '../../dist/types/graphTypes.js'
 
 // Mock embedder for consistent benchmarking (no model overhead)
 const mockEmbedder = async () => new Array(384).fill(0).map(() => Math.random())
@@ -17,10 +16,10 @@ async function formatOps(ops) {
 }
 
 async function runV2Benchmark() {
-  console.log('\n📊 BrainyData v2 Performance')
+  console.log('\n📊 Brainy v2 Performance')
   console.log('═'.repeat(50))
   
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: { type: 'memory' },
     embeddingFunction: mockEmbedder,
     augmentations: false // Disable for raw performance
diff --git a/tests/benchmarks/performance-profile.js b/tests/benchmarks/performance-profile.js
index b86a6956..f1ff2212 100644
--- a/tests/benchmarks/performance-profile.js
+++ b/tests/benchmarks/performance-profile.js
@@ -5,8 +5,8 @@
  * This will help us identify where we lost the claimed 500,000 ops/sec
  */
 
-import { BrainyData } from '../dist/index.js'
-import { MemoryStorage } from '../dist/storage/adapters/memoryStorage.js'
+import { Brainy } from '../../dist/index.js'
+import { MemoryStorage } from '../../dist/storage/adapters/memoryStorage.js'
 
 // Performance tracking
 class PerformanceProfiler {
@@ -78,20 +78,20 @@ async function profilePerformance() {
   console.log('Initializing Brainy configurations...')
   
   // 1. Minimal config (no augmentations)
-  const minimalBrain = new BrainyData({
+  const minimalBrain = new Brainy({
     storage: new MemoryStorage(),
     augmentations: false  // Disable all augmentations
   })
   await minimalBrain.init()
   
   // 2. Default config (with augmentations)
-  const defaultBrain = new BrainyData({
+  const defaultBrain = new Brainy({
     storage: new MemoryStorage()
   })
   await defaultBrain.init()
   
   // 3. Full augmentations config
-  const fullBrain = new BrainyData({
+  const fullBrain = new Brainy({
     storage: new MemoryStorage(),
     augmentations: {
       batchProcessing: { enabled: true, maxBatchSize: 1000 },
diff --git a/tests/benchmarks/performance-v3.js b/tests/benchmarks/performance-v3.js
index c273bf9e..cdd3bb51 100644
--- a/tests/benchmarks/performance-v3.js
+++ b/tests/benchmarks/performance-v3.js
@@ -2,21 +2,20 @@
 
 /**
  * Brainy 3.0 Performance Benchmark
- * Compare v2 (BrainyData) vs v3 (Brainy) performance
+ * Compare v2 (Brainy) vs v3 (Brainy) performance
  */
 
-import { BrainyData } from '../dist/brainyData.js'
-import { Brainy } from '../dist/brainy.js'
-import { NounType, VerbType } from '../dist/types/graphTypes.js'
+import { Brainy } from '../../dist/index.js'
+import { NounType, VerbType } from '../../dist/types/graphTypes.js'
 
 const ITERATIONS = 1000
 const BATCH_SIZE = 100
 
 async function benchmarkV2() {
-  console.log('\n📊 BrainyData v2 Performance')
+  console.log('\n📊 Brainy v2 Performance')
   console.log('═'.repeat(50))
   
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: { type: 'memory' },
     augmentations: false,
     embeddingFunction: async () => new Array(384).fill(0).map(() => Math.random())
diff --git a/tests/benchmarks/quick-perf.js b/tests/benchmarks/quick-perf.js
index eea411dd..eb20869d 100644
--- a/tests/benchmarks/quick-perf.js
+++ b/tests/benchmarks/quick-perf.js
@@ -4,8 +4,8 @@
  * Quick Performance Test - Find the bottlenecks
  */
 
-import { BrainyData } from '../dist/index.js'
-import { MemoryStorage } from '../dist/storage/adapters/memoryStorage.js'
+import { Brainy } from '../../dist/index.js'
+import { MemoryStorage } from '../../dist/storage/adapters/memoryStorage.js'
 
 async function quickPerf() {
   console.log('🚀 Quick Performance Test\n')
@@ -34,7 +34,7 @@ async function quickPerf() {
   // Mock embedding function that returns instantly
   const mockEmbed = async () => new Array(384).fill(0)
   
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: new MemoryStorage(),
     embeddingFunction: mockEmbed,
     augmentations: false  // Disable augmentations
@@ -57,7 +57,7 @@ async function quickPerf() {
   
   // Test 3: With augmentations
   console.log('3️⃣ Brainy with Augmentations')
-  const brain2 = new BrainyData({
+  const brain2 = new Brainy({
     storage: new MemoryStorage(),
     embeddingFunction: mockEmbed
     // Default augmentations enabled
@@ -78,7 +78,7 @@ async function quickPerf() {
   
   // Test 4: Real embeddings (the killer)
   console.log('4️⃣ With Real Embeddings (10 samples)')
-  const brain3 = new BrainyData({
+  const brain3 = new Brainy({
     storage: new MemoryStorage(),
     augmentations: false
     // Uses real embedding function
diff --git a/tests/benchmarks/quick-verify.js b/tests/benchmarks/quick-verify.js
index 020cfb78..e538d879 100644
--- a/tests/benchmarks/quick-verify.js
+++ b/tests/benchmarks/quick-verify.js
@@ -4,14 +4,14 @@
  * Quick Verification Test - Verify real implementations work
  */
 
-import { BrainyData } from '../dist/index.js'
+import { Brainy } from '../dist/index.js'
 import { MemoryStorage } from '../dist/storage/adapters/memoryStorage.js'
 
 async function quickVerify() {
   console.log('🔍 Quick Verification Test\n')
   
   // Initialize
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: new MemoryStorage()
   })
   
diff --git a/tests/benchmarks/scale-test.js b/tests/benchmarks/scale-test.js
index f9567ea3..64eda9bb 100644
--- a/tests/benchmarks/scale-test.js
+++ b/tests/benchmarks/scale-test.js
@@ -10,7 +10,7 @@
  * 4. No fake/stub code in production path
  */
 
-import { BrainyData } from '../dist/index.js'
+import { Brainy } from '../dist/index.js'
 import { MemoryStorage } from '../dist/storage/adapters/memoryStorage.js'
 
 // Test configuration
@@ -34,7 +34,7 @@ async function runScaleTest() {
   const startTime = Date.now()
   
   // Initialize Brainy with real augmentations
-  const brain = new BrainyData({
+  const brain = new Brainy({
     storage: new MemoryStorage(),
     augmentations: {
       // These should all be REAL implementations now