VII · Multi-hop reasoning

Questions that span more than one topic.

The Advisor answers one topic in one shot. This surface plans a question into sub-questions, gathers evidence by both semantic search and walking the corpus knowledge graph from each entity it names, then synthesizes a single cited answer. Every step is shown — so the reasoning is auditable, not just the result.