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Acknowledgements

This book was developed with the assistance of artificial intelligence, using OpenAI’s GPT-4o model. We employed a retrieval-augmented generation (RAG) architecture to ensure the content reflects accurate, context-specific knowledge. Much of the material was sourced from the Educational AI Hub, a tool we designed, developed, and deployed specifically for this course, to integrate curated data and enhance learning outcomes. This collaborative approach allowed us to streamline content creation while maintaining clarity, relevance, and instructional value.

License

Icon for the Creative Commons Attribution-NonCommercial 4.0 International License

Civil Engineering Tools: Concepts, Applications, and Question Bank Copyright © 2025 by Ramteja Sajja; Yusuf Sermet; and Ibrahim Demir is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License, except where otherwise noted.