Agentic AI for Engineers Architecting Goal-Driven Systems (Dhivya Nagasubramanian)（Z-Library）

Agentic AI for Engineers Architecting Goal-Driven Systems — Dhivya Nagasubramanian

Agentic AI for Engineers Architecting Goal-Driven Systems Dhivya Nagasubramanian

Agentic AI for Engineers: Architecting Goal-Driven Systems ISBN-13 (pbk): 979-8-8688-2360-2 ISBN-13 (electronic): 979-8-8688-2361-9 https://doi.org/10.1007/979-8-8688-2361-9 Copyright © 2026 by Dhivya Nagasubramanian This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. Trademarked names, logos, and images may appear in this book. Rather than use a trademark symbol with every occurrence of a trademarked name, logo, or image we use the names, logos, and images only in an editorial fashion and to the benefit of the trademark owner, with no intention of infringement of the trademark. The use in this publication of trade names, trademarks, service marks, and similar terms, even if they are not identified as such, is not to be taken as an expression of opinion as to whether or not they are subject to proprietary rights. While the advice and information in this book are believed to be true and accurate at the date of publication, neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors or omissions that may be made. The publisher makes no warranty, express or implied, with respect to the material contained herein. Managing Director, Apress Media LLC: Welmoed Spahr Acquisitions Editor: Celestin Suresh John Desk Editor: James Markham Editorial Assistant: Gryffin Winkler Cover designed by eStudioCalamar Distributed to the book trade worldwide by Springer Science+Business Media New York, 1 New York Plaza, New York, NY 10004. Phone 1-800-SPRINGER, fax (201) 348-4505, e-mail orders-ny@springer-sbm.com, or visit www.springeronline.com. Apress Media, LLC is a Delaware LLC and the sole member (owner) is Springer Science + Business Media Finance Inc (SSBM Finance Inc). SSBM Finance Inc is a Delaware corporation. For information on translations, please e-mail booktranslations@springernature.com; for reprint, paperback, or audio rights, please e-mail bookpermissions@springernature.com. Apress titles may be purchased in bulk for academic, corporate, or promotional use. eBook versions and licenses are also available for most titles. For more information, reference our Print and eBook Bulk Sales web page at http://www.apress.com/bulk-sales. Any source code or other supplementary material referenced by the author in this book is available to readers on GitHub https://github.com/Apress/Agentic-AI-for-Engineers. For more detailed information, please visit https://www.apress.com/gp/services/source-code. If disposing of this product, please recycle the paper Dhivya Nagasubramanian Minneapolis, Minnesota

To my family, whose patience and belief made this book possible—and to every engineer who dares to build what doesn’t yet exist.

xxi About the Author Dhivya Nagasubramanian is an independent AI/ML researcher and practitioner who has spent over a decade leading digital transformation and automation initiatives at the enterprise level. Her work sits at the intersection of data science, enterprise architecture, and engineering—building AI systems that operate reliably at scale. Beyond her technical work, Dhivya is deeply invested in advancing AI education, mentoring emerging talent, and shaping responsible AI practices. This book distills her hands-on experience into a practical guide for engineers ready to design, build, and deploy agentic AI systems.