3b973b5441a12a3ef2d291a8ebdd60ea5a1b11d5389ab8dd0091aaf69930bc76
active
contextual
prescribed
PYRANA uses a multi-backend architecture: PostgreSQL as the source of truth, Neo4j for the knowledge graph, Qdrant for vector search, and Redis for caching.
Supporting contexts
Rationale
Each backend is chosen for its strengths: PostgreSQL for relational integrity and full-text search, Neo4j for relationship traversal and TEMPR memory graphs, Qdrant for semantic similarity at scale, Redis for low-latency caching.
Effective from: 4/9/2026, 1:27:15 AM