Cross-set relationships support multi-hop querying for proposal preparation by traversing from sales positioning value propositions to life sciences clients, then to past pharma projects, and finally to SOW templates.

Supporting contexts

Quoteverbatim

### 4.2 Cross-Set Query Patterns

— PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

**"Prepare a proposal for a new pharma client"**

— PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

→ Traverse: `SALES_POSITIONING:VALUE_PROPS` → `POSITIONS_FOR` → `CLIENTS:LIFE_SCIENCES` (vertical knowledge) → `SCOPED_BY` → `PROJECTS:TOLMAR_*` + `PROJECTS:JNJ_*` (past pharma projects) → `DELIVERED_UNDER` → `CONTRACT_STANDARDS:SOW` (SOW templates)

— PYRANA_Internal_Knowledge_Graph_Specification.md

Effective from: 7/16/2026, 11:17:47 PM

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