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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Muhammad Hasnain

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Review Open access Sep 2026

From Raw Scientific Data to Trusted Discovery: Agentic AI for FAIR and Reproducible Data Science: A Systematic Review of Data Engineering, Semantic Data Models, Multimodal Analytics, Provenance, and Human Oversight

The review concludes with a staged research agenda and an integrated framework that links FAIR practice, reproducibility engineering, and human governance across the scientific lifecycle.

Jamal Shah, Sunila Kiran, Muhammad Hasnain et al. · 0 citations
Open access Aug 2026

Hybrid Graph Neural Network–Reinforcement Learning Framework for Intelligent Programmable Network Automation

Results affirm that the combination of structural learning, adaptive decision‐making, and automated evaluation on a cloud platform offers a realisable, scalable route to intelligent, autonomous, programmable network management that can be used in next‐generation communication infrastructures.

Muhammad Hasnain, Faisal Naeem, Imran Ghani · 0 citations

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