| from TEAM_QUANTARION.quantarion_hyper_rag import QuantarionHyperRAG | |
| # TEAM-QUANTARION PRODUCTION INSTANCE | |
| rag = QuantarionHyperRAG(team="quantarion", edge_count=27841) | |
| # PRODUCTION QUERY | |
| result = rag.query("Explain GHR calculus") | |
| print(f"φ⁴³ Lock: {result['phi43']:.4f} ✓") | |
| print(f"Fresh Edges Used: {result['fresh_edges']}/5") | |
| print(f"Edges: {result['edges_used']}") | |
| # PRODUCTION MONITORING | |
| print(f"Global φ⁴³: {rag.global_phi43:.4f}") | |
| print(f"Fresh Edge Ratio: {rag.fresh_ratio:.1%}") |