Implement LlamaIndex for Long-Term Memory

Set up a LlamaIndex-based RAG system for your companion to manage long-term user memory and personalization. Implement a 'Memory Manager' agent that can store and retrieve user preferences, past conversations, and key personal facts. Demonstrate how the 'Conversationalist' agent can use this memory to provide personalized and contextually rich responses.