#!/usr/bin/env python3
"""
Direct Swarm to Implement UncertaintyMetaPredictiveDifferential.lean (SHIM)

# BOUNDARY: Python thin IO shim; logic in Semantics.NIICore.UncertaintyMetaPredictiveDifferential
"""

import sys
from pathlib import Path

# Add infra to path
sys.path.append(str(Path(__file__).parent.parent.parent / "4-Infrastructure" / "infra"))
from lean_unified_shim import LeanUnifiedShim


def main():
    """Main function calling Lean via unified shim."""
    shim = LeanUnifiedShim()
    print("=" * 70)
    print("UNCERTAINTY METAPREDICTIVE DIFFERENTIAL HYBRID (LEAN-BACKED)")
    print("=" * 70)
    
    try:
        passed = shim.run_uncertainty_hybrid_test()
        
        if passed:
            print("\n✅ UncertaintyMetaPredictiveDifferential Hybrid Test: PASSED")
            print("  - Uncertainty weighting: VERIFIED")
            print("  - Meta-learning adjustment: VERIFIED")
            print("  - Predictive timing: VERIFIED")
            print("  - Differential attention: VERIFIED")
        else:
            print("\n❌ UncertaintyMetaPredictiveDifferential Hybrid Test: FAILED")
            
        print("\n" + "=" * 70)
        print("VERIFICATION COMPLETE (VERIFIED VIA LEAN)")
        print("=" * 70)
        
    except Exception as e:
        print(f"Error calling Lean module: {e}")
        sys.exit(1)


if __name__ == "__main__":
    main()