QuantumSelf: An Intelligent Inventory Orchestrator Integrating Quantum Self-Attention and Agentic Large Language Models
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| Natura: | Recurso digital |
| Lingua: | inglese |
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Zenodo
2026
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| _version_ | 1866902257141809152 |
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| author | Dr. C. Udhaya Shankar, Vamsi Krishna .N.P, Madhusudhanan T, Varshini B and Vishaal P |
| author_facet | Dr. C. Udhaya Shankar, Vamsi Krishna .N.P, Madhusudhanan T, Varshini B and Vishaal P |
| contents | <p><strong><span>ABSTRACT </span></strong></p> <p><strong><span> </span></strong></p> <p><span><span> </span><strong>QuantumSelf</strong> is a new system that combines <strong>quantum computing</strong> and <strong>AI agents</strong> 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 <strong>72% faster</strong> order fulfillment, <strong>45% fewer</strong> out-of-stock incidents, and a <strong>25% reduction</strong> in carbon emissions. Essentially, it turns complex, messy logistics into a faster, cheaper, and fully autonomous digital network.</span></p> <p><span><span> </span></span></p> <div> <p><strong><span>Key words:</span></strong><strong><span> </span></strong><span>QuantumSelf, Quantum Computing, Agentic LLMs, Autonomous Logistics, Supply Chain Orchestration, QUBO, QAOA, Digital Twin, Bullwhip Effect, NISQ Era, Demand Forecasting, and Combinatorial Optimization.</span></p> </div> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19570011 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | QuantumSelf: An Intelligent Inventory Orchestrator Integrating Quantum Self-Attention and Agentic Large Language Models Dr. C. Udhaya Shankar, Vamsi Krishna .N.P, Madhusudhanan T, Varshini B and Vishaal P QuantumSelf, Quantum Computing, Agentic LLMs, Autonomous Logistics, Supply Chain Orchestration, QUBO, QAOA, Digital Twin, Bullwhip Effect, NISQ Era, Demand Forecasting, and Combinatorial Optimization. <p><strong><span>ABSTRACT </span></strong></p> <p><strong><span> </span></strong></p> <p><span><span> </span><strong>QuantumSelf</strong> is a new system that combines <strong>quantum computing</strong> and <strong>AI agents</strong> 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 <strong>72% faster</strong> order fulfillment, <strong>45% fewer</strong> out-of-stock incidents, and a <strong>25% reduction</strong> in carbon emissions. Essentially, it turns complex, messy logistics into a faster, cheaper, and fully autonomous digital network.</span></p> <p><span><span> </span></span></p> <div> <p><strong><span>Key words:</span></strong><strong><span> </span></strong><span>QuantumSelf, Quantum Computing, Agentic LLMs, Autonomous Logistics, Supply Chain Orchestration, QUBO, QAOA, Digital Twin, Bullwhip Effect, NISQ Era, Demand Forecasting, and Combinatorial Optimization.</span></p> </div> |
| title | QuantumSelf: An Intelligent Inventory Orchestrator Integrating Quantum Self-Attention and Agentic Large Language Models |
| topic | QuantumSelf, Quantum Computing, Agentic LLMs, Autonomous Logistics, Supply Chain Orchestration, QUBO, QAOA, Digital Twin, Bullwhip Effect, NISQ Era, Demand Forecasting, and Combinatorial Optimization. |
| url | https://doi.org/10.5281/zenodo.19570011 |