The flattened text output now uses markdown headers so the model can
distinguish L0 identity from L1 summary from L2 episodes from handles.
This replaces undifferentiated newline-separated text with structured
sections: ## L0 Identity, ## L1 Recent Summary, ## Rich Club,
## L2 Episode, ## Handles.
