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

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

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

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()...`)
   

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')

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 = {

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

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')

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 
 })

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

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

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
     })

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
     })

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
     })

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()

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
     })

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 
 })

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

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 
     })

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
     })

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 
     })

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'

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
     })

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 
 })

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()

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
     })

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'

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 
 })

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
     })

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

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
     })

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 
 })

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 
     })

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

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')