The __words__ keyword index stores 50-5000 entries per entity (one per word), which inflated avg entries/entity well above the corruption threshold of 100. This caused: 1. validateConsistency() to falsely detect corruption on every startup, triggering unnecessary clearAllIndexData() + rebuild() cycles 2. getStats() to log false "Metadata index may be corrupted" warnings and report inflated totalEntries/totalIds stats Both methods now skip __words__ when counting, so stats and health checks reflect metadata fields only (noun, type, createdAt, etc.). Keyword search is unaffected since the __words__ field index itself is not modified.
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12 KiB
Markdown
527 lines
No EOL
12 KiB
Markdown
# 🛠️ Brainy Augmentation Developer Guide
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> **How to create, test, and use augmentations in Brainy**
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>
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> **⚠️ Update**: This guide has been updated with breaking changes for metadata structure and type system improvements.
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## Migration Guide
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### What Changed?
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1. **Metadata Structure**: All metadata now requires type fields (`noun` or `verb`)
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2. **Property Rename**: `verb.type` → `verb.verb` for relationships
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3. **Two-File Storage**: Vectors and metadata stored separately for performance
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4. **Return Types**: Storage methods distinguish between internal (pure) and public (WithMetadata) returns
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### Migration Checklist
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- [ ] Update metadata creation to include required `noun` field
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- [ ] Change `verb.type` to `verb.verb` in all relationship code
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- [ ] Update storage adapter methods to follow internal/public pattern
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- [ ] Ensure metadata access uses correct structure
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### Quick Migration Example
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```typescript
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// ❌ v3.x
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const verb = {
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type: 'relatedTo',
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sourceId: 'a',
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targetId: 'b'
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}
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if (verb.type === 'relatedTo') { ... }
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// ✅ Current
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const verb = {
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verb: 'relatedTo',
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sourceId: 'a',
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targetId: 'b'
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}
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const metadata: VerbMetadata = {
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verb: 'relatedTo',
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sourceId: 'a',
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targetId: 'b'
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}
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if (verb.verb === 'relatedTo') { ... }
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```
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## Quick Start: Your First Augmentation
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```typescript
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import { BaseAugmentation, BrainyAugmentation, AugmentationContext } from '@soulcraft/brainy'
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export class MyFirstAugmentation extends BaseAugmentation {
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readonly name = 'my-first-augmentation'
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readonly timing = 'after' as const // When to run: before | after | both
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readonly operations = ['add'] as const // Which operations to hook
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readonly priority = 10 // Execution order (lower = first)
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protected async onInit(): Promise<void> {
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// Initialize your augmentation
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console.log('MyFirstAugmentation initialized!')
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}
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async execute<T = any>(
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operation: string,
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params: any,
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context?: AugmentationContext
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): Promise<T | void> {
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// Your augmentation logic
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if (operation === 'add') {
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console.log('Noun added:', params.noun)
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// Access metadata correctly
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if (params.noun?.metadata) {
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console.log('Noun type:', params.noun.metadata.noun) // Required field
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}
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// You can access the brain instance
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const stats = await context?.brain.getStats()
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console.log('Total nouns:', stats.totalNouns)
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}
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}
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protected async onShutdown(): Promise<void> {
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// Cleanup
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console.log('MyFirstAugmentation shutting down')
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}
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}
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```
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## Using Your Augmentation
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```typescript
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import { Brainy } from '@soulcraft/brainy'
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import { MyFirstAugmentation } from './my-first-augmentation'
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const brain = new Brainy()
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// Register before init()
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brain.augmentations.register(new MyFirstAugmentation())
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await brain.init()
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// Now your augmentation runs automatically!
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await brain.add('Hello World')
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// Console: "Noun added: { id: '...', vector: [...], metadata: {} }"
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```
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---
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## Augmentation Lifecycle
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### 1. Registration Phase
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```typescript
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const aug = new MyAugmentation()
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brain.augmentations.register(aug) // Before brain.init()!
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```
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### 2. Initialization Phase
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```typescript
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await brain.init() // Calls aug.initialize() internally
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// Your onInit() method runs here
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```
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### 3. Execution Phase
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```typescript
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await brain.add('data') // Your execute() method runs
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```
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### 4. Shutdown Phase
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```typescript
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await brain.shutdown() // Your onShutdown() method runs
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```
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---
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## Timing Options
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### `before` - Modify Input
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```typescript
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class ValidationAugmentation extends BaseAugmentation {
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readonly timing = 'before' as const
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async execute<T>(operation: string, params: any): Promise<any> {
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if (operation === 'add') {
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// Validate and/or modify params
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if (!params.content) {
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throw new Error('Content required')
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}
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// Return modified params
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return { ...params, validated: true }
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}
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}
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}
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```
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### `after` - React to Results
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```typescript
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class LoggingAugmentation extends BaseAugmentation {
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readonly timing = 'after' as const
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async execute<T>(operation: string, params: any): Promise<void> {
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if (operation === 'search') {
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console.log(`Search for "${params.query}" returned ${params.result.length} results`)
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}
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// Don't return anything - just observe
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}
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}
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```
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### `both` - Before AND After
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```typescript
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class TimingAugmentation extends BaseAugmentation {
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readonly timing = 'both' as const
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private startTime?: number
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async execute<T>(operation: string, params: any, context?: AugmentationContext): Promise<void> {
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if (!this.startTime) {
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// Before execution
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this.startTime = Date.now()
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} else {
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// After execution
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const duration = Date.now() - this.startTime
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console.log(`${operation} took ${duration}ms`)
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this.startTime = undefined
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}
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}
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}
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```
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---
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## Operation Hooks
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### Core Operations You Can Hook
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```typescript
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readonly operations = [
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'add', // Adding data
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'update', // Updating data
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'delete', // Deleting data
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'get', // Retrieving data
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'search', // Searching
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'find', // Triple Intelligence queries
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'relate', // Adding relationships
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'unrelate', // Removing relationships
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'clear', // Clearing data
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'all' // Hook ALL operations
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] as const
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```
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### Example: Multi-Operation Hook
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```typescript
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class AuditAugmentation extends BaseAugmentation {
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readonly operations = ['add', 'update', 'delete'] as const
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async execute<T>(operation: string, params: any): Promise<void> {
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// Log all data modifications
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await this.logToAuditTrail(operation, params)
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}
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}
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```
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---
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## Accessing Brain Context
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```typescript
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class ContextAwareAugmentation extends BaseAugmentation {
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async execute<T>(
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operation: string,
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params: any,
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context?: AugmentationContext
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): Promise<void> {
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// Access the brain instance
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const brain = context?.brain
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if (!brain) return
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// Use any brain method
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const stats = await brain.getStats()
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const size = await brain.size()
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const results = await brain.search('query')
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// Access other augmentations
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const cache = brain.augmentations.get('cache')
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if (cache) {
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await cache.clear()
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}
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}
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}
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```
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---
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## Real-World Examples
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### 1. Backup Augmentation
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```typescript
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class BackupAugmentation extends BaseAugmentation {
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readonly name = 'backup'
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readonly timing = 'after' as const
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readonly operations = ['add', 'update', 'delete'] as const
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readonly priority = 5
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private changes = 0
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private readonly backupThreshold = 100
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async execute<T>(operation: string, params: any, context?: AugmentationContext): Promise<void> {
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this.changes++
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if (this.changes >= this.backupThreshold) {
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await this.performBackup(context?.brain)
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this.changes = 0
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}
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}
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private async performBackup(brain?: any): Promise<void> {
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if (!brain) return
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// Create instant COW snapshot
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const snapshotName = `backup-${Date.now()}`
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await brain.fork(snapshotName)
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console.log(`Automatic snapshot created: ${snapshotName}`)
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}
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}
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```
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### 2. Rate Limiting Augmentation
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```typescript
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class RateLimitAugmentation extends BaseAugmentation {
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readonly name = 'rate-limit'
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readonly timing = 'before' as const
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readonly operations = ['search', 'find'] as const
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readonly priority = 100 // High priority - run first
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private requests = new Map<string, number[]>()
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private readonly limit = 100 // 100 requests
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private readonly window = 60000 // per minute
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async execute<T>(operation: string, params: any): Promise<void> {
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const now = Date.now()
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const key = params.userId || 'anonymous'
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// Get request timestamps
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const timestamps = this.requests.get(key) || []
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// Remove old timestamps
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const recent = timestamps.filter(t => now - t < this.window)
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// Check limit
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if (recent.length >= this.limit) {
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throw new Error('Rate limit exceeded')
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}
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// Add current request
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recent.push(now)
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this.requests.set(key, recent)
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}
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}
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```
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### 3. Encryption Augmentation
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```typescript
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class EncryptionAugmentation extends BaseAugmentation {
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readonly name = 'encryption'
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readonly timing = 'both' as const
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readonly operations = ['add', 'get'] as const
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readonly priority = 90 // Run early
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async execute<T>(operation: string, params: any): Promise<any> {
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if (operation === 'add') {
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// Encrypt before storing
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if (params.metadata?.sensitive) {
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params.content = await this.encrypt(params.content)
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params.encrypted = true
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}
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return params
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}
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if (operation === 'get' && params.result?.encrypted) {
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// Decrypt after retrieval
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params.result.content = await this.decrypt(params.result.content)
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delete params.result.encrypted
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return params.result
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}
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}
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}
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```
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---
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## Testing Your Augmentation
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```typescript
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import { describe, it, expect } from 'vitest'
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import { Brainy } from '@soulcraft/brainy'
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import { MyAugmentation } from './my-augmentation'
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describe('MyAugmentation', () => {
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it('should hook into addNoun', async () => {
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const brain = new Brainy({ storage: 'memory' })
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const aug = new MyAugmentation()
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// Spy on the execute method
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const executeSpy = vi.spyOn(aug, 'execute')
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brain.augmentations.register(aug)
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await brain.init()
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// Trigger the augmentation
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await brain.add('test data')
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// Verify it was called
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expect(executeSpy).toHaveBeenCalledWith(
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'add',
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expect.objectContaining({ content: 'test data' }),
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expect.any(Object)
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)
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})
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})
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```
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---
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## Best Practices
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### 1. Use Proper Timing
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- `before`: Validation, modification, rate limiting
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- `after`: Logging, metrics, side effects
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- `both`: Timing, tracing, wrapping
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### 2. Set Appropriate Priority
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```typescript
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// Priority guidelines
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100: Critical (auth, rate limiting)
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50: Important (validation, transformation)
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10: Normal (logging, metrics)
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1: Optional (debugging, tracing)
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```
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### 3. Handle Errors Gracefully
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```typescript
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async execute<T>(operation: string, params: any): Promise<void> {
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try {
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await this.riskyOperation()
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} catch (error) {
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// Log but don't break the main operation
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console.error(`Augmentation error in ${this.name}:`, error)
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// Optionally report to monitoring
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this.reportError(error)
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}
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}
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```
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### 4. Be Performance Conscious
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```typescript
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class CachedAugmentation extends BaseAugmentation {
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private cache = new Map<string, any>()
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async execute<T>(operation: string, params: any): Promise<any> {
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const key = this.getCacheKey(params)
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// Check cache first
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if (this.cache.has(key)) {
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return this.cache.get(key)
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}
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// Expensive operation
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const result = await this.expensiveOperation(params)
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this.cache.set(key, result)
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return result
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}
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}
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```
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### 5. Clean Up Resources
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```typescript
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protected async onShutdown(): Promise<void> {
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// Close connections
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await this.connection?.close()
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// Clear intervals
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clearInterval(this.interval)
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// Flush buffers
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await this.flush()
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// Clear caches
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this.cache.clear()
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}
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```
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---
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## Publishing Your Augmentation (Future)
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### Package Structure
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```
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my-augmentation/
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├── src/
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│ └── index.ts # Your augmentation
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├── dist/ # Built output
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├── tests/
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│ └── augmentation.test.ts
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├── package.json
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├── tsconfig.json
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└── README.md
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```
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### package.json
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```json
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{
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"name": "@mycompany/brainy-custom-augmentation",
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"version": "1.0.0",
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"main": "dist/index.js",
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"types": "dist/index.d.ts",
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"keywords": ["brainy-augmentation"],
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"peerDependencies": {
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"@soulcraft/brainy": ">=2.0.0"
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},
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"brainy": {
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"type": "augmentation",
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"class": "CustomAugmentation",
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"timing": "after",
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"operations": ["add"],
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"priority": 10
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}
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}
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```
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### Future: Brain Cloud Registry
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```bash
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# Coming in 2.1+
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npm run build
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npm test
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brainy publish # Publishes to brain-cloud registry
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```
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---
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## FAQ
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### Q: Can I modify the operation result?
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**A**: Yes, if `timing: 'before'`, return modified params. If `timing: 'after'`, you can see but not modify results.
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### Q: Can augmentations communicate?
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**A**: Yes, through the context: `context.brain.augmentations.get('other-augmentation')`
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### Q: What if my augmentation fails?
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**A**: Handle errors internally. Don't break the main operation unless critical.
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### Q: Can I use async operations?
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**A**: Yes, everything is async-friendly.
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### Q: How do I access storage directly?
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**A**: Through context: `context.brain.storage` (but prefer using brain methods)
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---
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## Get Help
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- **GitHub**: [github.com/soulcraft/brainy](https://github.com/soulcraft/brainy)
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- **Discord**: [discord.gg/brainy](https://discord.gg/brainy)
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- **Examples**: See `/examples/augmentations/` in the repo
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---
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*Start building your augmentation today! The marketplace is coming in 2.1 🚀* |