For exploratory or less structured requests, the Pyrana Context Engine can dynamically generate free-form graph search behavior so that retrieval extends beyond the template library while still operating on the governed graph rather than raw text alone.

Strategy 3: Free-form graph search.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

For exploratory or less structured requests, the system can generate graph search behavior dynamically.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

This gives the architecture reach beyond the template library, while still operating against the governed graph rather than raw text alone.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf