Unified RCP System Architecture

The Unified Ring Contextual Propagation (RCP) System is a comprehensive architecture that treats all 277 conversations as one interconnected knowledge system. Instead of processing conversations separately, it consolidates similar messages across all conversations and dynamically assembles contextual responses that build continuously upon existing knowledge. **Cross-Conversation Knowledge Consolidation**: The system identifies and groups similar messages across different conversations, creating unified knowledge clusters that transcend individual conversation boundaries. When you prompt the system, it finds the most relevant group of messages from across ALL conversations and builds a coherent context that understands you better. **Key Features**: - Loads and unifies all conversations into a single knowledge system - Maintains cross-conversation relationships and similarities - Builds global knowledge clusters that span multiple conversations - Provides unified access to all messages with enhanced metadata **Key Classes**: - `UnifiedKnowledgeSystem`: Main system for managing unified knowledge - `UnifiedMessage`: Enhanced message representation with cross-conversation data **Purpose**: Consolidates similar messages across all conversations into unified clusters.