KAG retrieval uses a 3-strategy pipeline consisting of template Cypher, edge-filter Cypher, and Text2Cypher free search, and the results are fused with Q-value weighted RRF so that multiple retrieval methods contribute to final ranking.

**KAG Retrieval:** 3-strategy pipeline — Strategy 1 (template Cypher), Strategy 2 (edge-filter Cypher), Strategy 3 (Text2Cypher free search) — fused via Q-value weighted RRF

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Strategy 1 (template Cypher)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Strategy 2 (edge-filter Cypher)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Strategy 3 (Text2Cypher free search)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

fused via Q-value weighted RRF

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md