Quantum Approximate Optimization Algorithm Boosting Quantum Optimization: How AI-Conditioned Trust Regions Cut Costs Explore how Graph Neural Networks and trust regions dramatically reduce query costs in Quantum Approximate Optimization Algorithms (QAOA), making quantum computing more efficient and practical for complex problems.