🧠 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
Acceptance Criteria
Related
Part of Sobers v2
🧠 Implement mem0 User Memory System
Overview
Integrate mem0 for long-term user memory — the bot remembers conversations, preferences, and patterns for personalized support.
Goals
Memory Categories
Technical Integration
mem0 Setup
Memory Operations
Memory Architecture
Storage Layers
Sync Strategy
Privacy & Security
Encryption
Data Residency
User Control
Implementation Tasks
Acceptance Criteria
Related
Part of Sobers v2