-
Notifications
You must be signed in to change notification settings - Fork 5
Open
Labels
aiAI/ML relatedAI/ML relatedbackendBackend/API related changesBackend/API related changesenhancementEnhancement on existing featureEnhancement on existing featureintegrationThird-party integrationsThird-party integrationssobers-buddySobers Buddy AI companion featureSobers Buddy AI companion feature
Milestone
Description
🧠 Implement mem0 User Memory System
Overview
Integrate mem0 for long-term user memory — the bot remembers conversations, preferences, and patterns for personalized support.
Goals
- Persistent memory across sessions
- User owns their memory
- Privacy-compliant storage
- Fast retrieval for real-time responses
- Cross-device synchronization
Memory Categories
| Category | Examples | Retention |
|---|---|---|
| Preferences | Tone, frequency, avatar | Forever |
| Patterns | Check-in times, triggers | User-controlled |
| Conversations | Recent chat history | 30-90 days |
| Milestones | Achievements celebrated | Forever |
| Coping strategies | What worked | User-controlled |
Technical Integration
mem0 Setup
import { Memory } from '@mem0/vercel-ai-sdk';
const memory = new Memory({
apiKey: process.env.MEM0_API_KEY,
userId: hashedUserId, // Anonymized
encryption: true,
retention: {
conversations: '90d',
patterns: '1y',
preferences: 'forever'
}
});Memory Operations
// Store conversation
memory.add(message, { type: 'conversation', timestamp });
// Store learned pattern
memory.add(pattern, { type: 'pattern', confidence });
// Retrieve relevant context
const context = await memory.search(query, { limit: 5 });
// Get user preferences
const prefs = await memory.get('preferences');
Memory Architecture
Storage Layers
- Local Cache — Recent conversations (fast access)
- Encrypted Cloud — Full memory (sync across devices)
- mem0 Service — Vector search, pattern matching
Sync Strategy
- Real-time for critical data (preferences)
- Batch for large data (conversation history)
- Conflict resolution: last-write-wins with merge
Privacy & Security
Encryption
- End-to-end encryption for all memories
- User-controlled encryption keys
- mem0 cannot access plaintext
Data Residency
- EU data stays in EU
- US data stays in US
- Configurable by deployment
User Control
- View all stored memories
- Delete specific memories
- Export all memories
- Set retention policies
Implementation Tasks
- Set up mem0 SDK integration
- Configure encryption
- Implement memory storage layer
- Build memory retrieval API
- Add memory search functionality
- Implement cross-device sync
- Create memory management UI
- Add memory export/delete
- Write memory integration tests
Acceptance Criteria
- Memories persist across sessions
- Retrieval < 500ms for real-time use
- Sync works across devices
- Encryption verified
- User can view/delete memories
- Export produces readable JSON
- No data loss during sync conflicts
Related
- Parent: [Epic] Sobers Buddy Implementation #412
- Blocks: Set up Vercel AI SDK infrastructure #413, Implement pattern learning engine #416, Build message generation and scheduling system #417
- Related: Privacy and data handling implementation #421 (privacy)
Part of Sobers v2
Reactions are currently unavailable
Metadata
Metadata
Assignees
Labels
aiAI/ML relatedAI/ML relatedbackendBackend/API related changesBackend/API related changesenhancementEnhancement on existing featureEnhancement on existing featureintegrationThird-party integrationsThird-party integrationssobers-buddySobers Buddy AI companion featureSobers Buddy AI companion feature
Type
Projects
Status
Todo