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%}")