Advanced Topics

Welcome to the advanced topics section of the Papr Memory API guides. These guides cover more sophisticated use cases and configurations for developers who want to leverage the full power of the Papr Memory platform.

Available Advanced Guides

Advanced Search

Take your search capabilities to the next level with complex query patterns, hybrid search techniques, and performance optimization strategies. Learn how to implement multi-hop queries, semantic boosting, and context-aware search.

Multi-tenant Usage

Design and implement systems that securely manage data for multiple users, teams, or organizations. This guide covers tenant isolation, access control, data partitioning, and cross-tenant functionality.

Knowledge Graphs

Build sophisticated knowledge structures using Papr Memory's graph capabilities. Learn about defining entity relationships, traversing connections, and implementing knowledge graph queries for complex data retrieval.

Compliance

Meet regulatory requirements with Papr Memory. This guide covers data residency, retention policies, audit trails, and compliance with standards like GDPR, HIPAA, and more.

Security

Implement best practices for securing your memory operations. Learn about authentication mechanisms, encryption options, data protection, and security monitoring for your Papr Memory implementation.

When to Use Advanced Features

These advanced features are particularly valuable when:

• You're building enterprise-grade applications with strict security and compliance requirements
• Your application needs to handle complex data relationships beyond simple memory storage
• You need to support multiple customers with isolated data in a SaaS model
• Your search requirements include specialized retrieval patterns or high-precision needs
• You're optimizing for scale with large datasets or high-throughput requirements

Prerequisites

Before diving into these advanced topics, we recommend that you:

1. Have a good understanding of the core concepts of Papr Memory
2. Be familiar with basic memory operations covered in the main guides
3. Have implemented at least basic memory storage and retrieval in your application

Getting Support

When working with these advanced features, you might need additional support:

• Join our Developer Community to connect with other developers
• Check out our Enterprise Support options for dedicated assistance
• Review our System Status page for current platform performance

We're excited to see what you build with these advanced capabilities!