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This book, Harvesting Intelligence with AI Applications in Modern Agriculture, explores the transformative role of Artificial Intelligence in revolutionizing farming practices for a more efficient, sustainable, and resilient future. Addressing the urgent challenges of population growth, resource scarcity, and climate change, the book presents a comprehensive overview of how AI technologies-ranging from precision farming and autonomous systems to predictive analytics and smart supply chains-are redefining the agricultural landscape. Through real-world applications, data-driven models, and ethical insights, it offers readers a deep understanding of how AI empowers farmers to make smarter decisions, optimize inputs, and maximize crop yields with minimal environmental impact. Bridging theory and practice, this work serves as a vital resource for researchers, practitioners, and policymakers aiming to harness AI for the next generation of agriculture.