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

Year: 2026

Type: article

Abstract: 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.

Source: International Journal of Emerging Trends in Engineering and Development

DOI: 10.5281/zenodo.18956728

Author: Dr. C. Udhaya Shankar, Vamsi Krishna .N.P, Madhusudhanan T, Varshini B and Vishaal P

Language: English

Topic: Quantum Computing Algorithms and Architecture

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

SDG: Industry, innovation and infrastructure

Open Access status: diamond

OpenAlex ID: W7135411599

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