fix: update all imports and references from BrainyData to Brainy

- Fixed imports in examples/tests/ to use correct Brainy import
- Fixed imports in tests/benchmarks/ to use correct paths
- Updated bin/brainy-interactive.js to use Brainy instead of BrainyData
- Corrected documentation references throughout codebase
- Removed duplicate imports in benchmark files
- All files now consistently use 'Brainy' class from dist/index.js

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

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

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,

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

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
 ```
 

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
   }

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()

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',