Data Flow

1. User Input:

   • Received via API or WebSocket
   • Processed through Guardian filters

2. Conversation Processing:

   • Message added to Chat
   • Brain evaluates message in context
   • Flow logic may direct the conversation
   • Tools may be invoked to perform actions

3. Response Generation:

   • Chat adapter (OpenAI/LlamaCPP) generates response
   • Response may include tool results
   • Guardian filters outgoing content
   • Response may include suggested actions

4. Output Delivery:

   • Text returned via API or streamed via WebSocket
   • Optional voice synthesis
   • Metrics recorded for usage tracking