pp. 25-29 Published: 2026-01-31 The Convergence of Graph-Theoretic Architectures and Agentic Artificial Intelligence in Optimizing Multi-Cloud Ecosystems: A Comprehensive Analysis of Cost Dynamics and Resource Allocation View Article