QuantumSelf: An Intelligent Inventory Orchestrator Integrating Quantum Self-Attention and Agentic Large Language Models

ABSTRACT QuantumSelf is a new system that combines quantum computing and AI agents to manage global supply chains without human help. It replaces traditional, slow methods with a self-optimizing network that fixes issues like unpredictable demand and shipping delays. By using advanced math to balance stock and AI to make instant decisions, the framework achieves 72% faster order fulfillment, 45% fewer out-of-stock incidents, and a 25% reduction in carbon emissions. Essentially, it turns complex, messy logistics into a faster, cheaper, and fully autonomous digital network. Key words: QuantumSelf, Quantum Computing, Agentic LLMs, Autonomous Logistics, Supply Chain Orchestration, QUBO, QAOA, Digital Twin, Bullwhip Effect, NISQ Era, Demand Forecasting, and Combinatorial Optimization.