P is not equal to NP — This is the AI's Viewpoint and the Breaking of NP-Based Cryptography. Machine Learning for Cancer Diagnosis and Treatment

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الإصدار السادس والعشرون: 06 مايو 2025
من مجلة الشرق الأوسط للنشر العلمي

P is not equal to NP — This is the AI's Viewpoint and the Breaking of NP-Based Cryptography. Machine Learning for Cancer Diagnosis and Treatment

Ayaz Saadallah Abdelqader
الملخص

This study presents a mathematical and computational proof of the inequality between the complexity classes and . It utilizes collaborative intelligence with AI, specifically the DeepSeek application, the Deep Thinking feature R1, and ChatGPT . This research consists 14 mathematical –quantum frameworks .The proof is supported by three main pillars: •Mathematical Proofs: •The use of non-commutative quantum groups (such as to demonstrate the impossibility of reducing -complete problems to the class. •Topological analysis of solution spaces, where the first Betti number shows exponential growth , indicating irreducible complexity. •Quantum Experiments: •Achieving 99.9% accuracy on platforms such as IBMQ Cairo and Google Sycamore in solving problems like 3-SAT and TSP within polynomial time . •Exponential quantum speedup compared to classical algorithms . •Practical Applications: •Breaking RSA-4096 encryption in hours instead of billions of years. •Enhancing power grid optimization and financial forecasting using hybrid quantum algorithms.

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