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Implement mem0 user memory system #423

@BillChirico

Description

@BillChirico

🧠 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

  1. Local Cache — Recent conversations (fast access)
  2. Encrypted Cloud — Full memory (sync across devices)
  3. 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


Part of Sobers v2

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aiAI/ML relatedbackendBackend/API related changesenhancementEnhancement on existing featureintegrationThird-party integrationssobers-buddySobers Buddy AI companion feature

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