A specialist research assistant pre-loaded with a frozen snapshot of all papers in a semantic cluster. Ask for literature reviews, open-problem mapping, cross-paper comparisons, or "what is the state of the art on X in this cluster?" Prompt-cached for fast multi-turn conversations. One agent per cluster, refreshed when the cluster changes.