Examples
Persistent Agent with PostgreSQL
Build a Solana Agent with persistent memory using PostgreSQL
Create a Solana Agent with persistent memory across sessions using PostgreSQL. This implementation enables the agent to maintain context and remember past interactions, providing a more personalized user experience.
Core Features
-
Memory Persistence
- Session history storage
- Cross-session memory
- Contextual awareness
- Long-term retention
-
Database Integration
- PostgreSQL storage
- Efficient querying
- Scalable architecture
- Data management
Quick Start
1. Setup Database
2. Environment Configuration
3. Project Structure
Implementation
Database Schema
Memory Integration
Usage Examples
Without Persistence
With Persistence
Memory Management
Session Handling
Data Storage
Modes of Operation
1. Chat Mode
- Interactive conversations
- Memory retention
- Context awareness
- Natural responses
2. Auto Mode
- Autonomous actions
- Scheduled tasks
- Event-driven responses
- Background processing
Best Practices
-
Database Management
- Regular backups
- Index optimization
- Query efficiency
- Connection pooling
-
Memory Optimization
- Relevant data storage
- Memory cleanup
- Session management
- Data compression
-
Error Handling
- Database connectivity
- Query failures
- Session errors
- Memory corruption
Common Issues
-
Database Connection
- Connection timeouts
- Authentication errors
- Pool exhaustion
- Network issues
-
Memory Management
- Memory leaks
- Large sessions
- Slow queries
- Data consistency
-
Performance
- Query optimization
- Connection pooling
- Cache usage
- Resource management
Monitoring
Key Metrics
Health Checks
Development Tips
-
Local Development
- Use local PostgreSQL
- Test with sample data
- Monitor performance
- Profile queries
-
Testing
- Unit tests
- Integration tests
- Memory tests
- Load testing
-
Deployment
- Database migration
- Backup strategy
- Monitoring setup
- Scaling plan
Resources
- PostgreSQL Documentation
- LangGraph.js Documentation
- Solana Agent Kit GitHub
- Database Design Patterns
Support
For issues and questions:
- GitHub Issues
- Documentation
- Community Forums
- Development Team
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