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

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 = [

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

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 },

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())

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

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()
   })
   

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