Add comprehensive AI memory functionality including:
- Memory context preparation and caching
- Fact extraction from conversations
- Memory search and retrieval with category support
- JSON-based memory update operations (add/update/delete)
- Memory deduplication and normalization
- Integration with AI conversation flow
The system extracts relevant facts from conversations, stores them with
categories, and provides contextual memory to enhance AI responses.
