Download or read book Hands On Prompt Engineering written by Apurv Sibal and published by Wiley. This book was released on 2024-02-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive introduction to the fundamentals of prompt engineering with ChatGPT Hands-On Prompt Engineering is a practical and essential resource for any professional looking to implement AI in their business. This book teaches you the basics of prompt engineering, which lets you program ChatGPT to perform tasks. It focuses on business applications of AI and walks you through the process of implementing techniques and algorithms using available software tools. You’ll also learn the approaches and best practices that have led to success for leaders in this area. Prompt engineering differs from the process of coding traditional queries in a few key ways. With prompt engineering, task descriptions are formulated as questions, so the description of the task is embedded in the input given to the AI. Additionally, some language models can be trained to complete tasks using information contained in the prompts (prompt-based learning). Hands-On Prompt Engineering teaches you to work with these and pretrained models using Python code. Learn what types of AI language model tasks can be productively automated through prompt engineering Use Python to program OpenAI’s ChatGPT3 and add business value Discover the best practices and proven techniques in the emerging field of prompt engineering Get hands-on guidance for optimizing the output you receive from ChatGPT and other AI models Hands-On Prompt Engineering is an essential resource for software engineers, MLOps engineers, data scientists, and other business professionals interested in utilizing AI and natural language processing with prompt engineering.

Download or read book Advanced Prompt Engineering written by Tejaswini Bodake and published by Pencil. This book was released on 2024-05-17 with total page 43 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Advanced Prompt Engineering" is your definitive guide to mastering the art and science of prompt engineering in natural language processing. From fine-tuning language models to crafting precise prompts, this book equips you with the knowledge and techniques needed to harness the full potential of language models. Dive deep into advanced concepts such as controlling model outputs, optimizing prompts for specific tasks, and collaborating effectively with subject matter experts. With practical examples, case studies, and hands-on exercises, this comprehensive resource empowers you to elevate your prompt engineering skills and revolutionize the way you interact with language models. Whether you're a seasoned practitioner or a newcomer to the field.

Download or read book Crafting Effective Prompts written by Subramanian Venkataraman and published by Independently Published. This book was released on 2024-03-02 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Prompt engineering is indeed an art, important for you effectively communicating with Large Language Models (LLMs) to get the results you want in a certain topic or context without any ambiguity Prompt engineering is a method where we give clear instructions or questions or we will input text, which are called prompts, to guide models like GPT-4 creating specific results and display them as output. AI models have undergone extensive training on vast datasets, leading to the release of numerous models catering to various industries. In this book, you will gain understanding on OpenAI, LLM, LLAMA2, LangChain, Transformer Model, Vector Store, HuggingFace and how to utilize them through the principles of Prompt Engineering using Prompt design techniques by solved programming examples written in Python. Upon completion of this reading, you will have gained hands on experience in Prompt engineering principles, empowering you to apply them effectively to develop new applications specific to your interest and requirements.

Download or read book The Quick Guide to Prompt Engineering written by Ian Khan and published by John Wiley & Sons. This book was released on 2024-03-19 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design and use generative AI prompts that get helpful and practical results In The Quick Guide to Prompt Engineering, renowned technology futurist, management consultant, and AI thought leader Ian Khan delivers a practical and insightful discussion on taking the first steps in understanding and learning how to use generative AI. In this concise and quick start guide, you will learn how to design and use prompts to get the most out of Large Language Model generative AI applications like ChatGPT, DALL-E, Google’s Bard, and more. In the book, you’ll explore how to understand generative artificial intelligence and how to engineer prompts in a wide variety of industry use cases. You’ll also find thoughtful and illuminating case studies and hands-on exercises, as well as step-by-step guides, to get you up to speed on prompt engineering in no time at all. The book has been written for the non-technical user to take the first steps in the world of generative AI. Along with a helpful glossary of common terms, lists of useful additional reading and resources, and other resources, you’ll get: Explanations of the basics of generative artificial intelligence that help you to learn what’s going on under the hood of ChatGPT and other LLMs Stepwise guides to creating effective, efficient, and ethical prompts that help you get the most utility possible from these exciting new tools Strategies for generating text, images, video, voice, music, and other audio from various publicly available artificial intelligence tools Perfect for anyone with an interest in one of the newest and most practical technological advancements recently released to the public, The Quick Guide to Prompt Engineering is a must-read for tech enthusiasts, marketers, content creators, technical professionals, data experts, and anyone else expected to understand and use generative AI at work or at home. No previous experience is required.

Download or read book Learn Prompt Engineering in 2 hours written by Crytoineer and published by Cryptoineer Inc. This book was released on 2023-08-09 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn Prompt Engineering in 2 Hours and Start Boost Efficiency with ChatGPT Learn the basics of prompt engineering and how to use it to Boost Efficiency with ChatGPT, the world's most powerful language model. In this ebook, you will: Understand the basics of how ChatGPT works Learn how to write effective prompts Explore different prompt engineering techniques Practice your skills with hands-on exercises By the end of this ebook, you will be able to: Generate creative text with ChatGPT Use prompt engineering to improve the quality of your results Apply your skills to a variety of tasks, such as writing, translating, and summarizing text Bonus: This ebook includes a chapter on the ChatGPT prompt cheat sheet, which provides a quick reference guide to the most common prompt engineering techniques. This ebook is perfect for: Anyone who wants to learn how to use ChatGPT Developers who want to use prompt engineering to improve their applications Creative writers who want to generate new ideas Learn how to use prompt engineering to unlock the power of ChatGPT and start Boost Efficiency today! Why should you buy this ebook? This ebook is the fastest and easiest way to learn prompt engineering. You will learn from an experienced prompt engineer who has been using ChatGPT for years. The ebook includes a chapter on the ChatGPT prompt cheat sheet, which is a valuable resource for anyone who wants to use prompt engineering. The ebook is available for a low price, making it an affordable way to learn a valuable skill. Don't wait, buy this ebook today and start learning how to use prompt engineering to Boost Efficiency with ChatGPT!

Download or read book Mastering Your Prompt Engineering Super Power written by Diana Ashcroft and published by Athena Publishing. This book was released on 2023-09-26 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a world driven by data and powered by artificial intelligence, there's a superpower that's changing the game: Prompt Engineering. Join Diana Ashcroft, a seasoned data scientist and educator, on a journey through the dynamic landscape of prompt engineering in her latest book, Mastering Your Prompt Engineering Super Power. Prompt engineering is the key to unlocking the full potential of AI. In Mastering Your Prompt Engineering Super Power, Diana Ashcroft delves into the heart of this transformative field and reveals its immense significance. You'll discover how prompt engineering is reshaping industries, powering innovation, and shaping the future of society. Whether you're a seasoned AI professional or just starting your journey, Mastering Your Prompt Engineering Super Power is your guide to mastering prompt engineering. Diana takes complex concepts and distills them into practical, down-to-earth knowledge that anyone can grasp. You'll explore the realms of Natural Language Processing (NLP), Computer Vision, and more, gaining the skills needed to harness prompt engineering's incredible potential. Prompt engineering isn't just a buzzword; it's a force that's driving change in every sector. Diana provides real-world examples of how prompt engineering is making waves in industries like healthcare, finance, e-commerce, and beyond. You'll see how AI-powered prompts are enhancing productivity, improving customer experiences, and even revolutionizing education. Mastering Your Prompt Engineering Super Power isn't just a book; it's your passport to becoming a prompt engineering master. Diana guides you through hands-on techniques, tools, and frameworks used by professionals in the field. You'll learn to wield the power of AI-driven prompts to tackle complex tasks, from data preprocessing to model optimization. As we stand on the precipice of a new era, Diana Ashcroft illuminates the path forward. Discover how prompt engineering is shaping the future, from enabling smarter virtual assistants to aiding legal professionals in document analysis. The possibilities are endless, and Mastering Your Prompt Engineering Super Power equips you to seize them.

Download or read book Prompt Engineering written by Thomas F Heston and published by Independently Published. This book was released on 2023-06-19 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Prompt Engineering for Students of Medicine and Their Teachers" brings the principles of prompt engineering for large language models such as ChatGPT and Google Bard to medical education. This book contains a comprehensive guide to prompt engineering to help both teachers and students improve education in the medical field. Just as prompt engineering is critical in getting good information out of an AI, it is also critical to get students to think and understand more deeply. The principles of prompt engineering that we have learned from AI systems have the potential to simultaneously revolutionize learning in the healthcare field. The book analyzes from multiple angles the anatomy of a good prompt for both AI models and students. The different types of prompts are examined, showing how each style has unique characteristics and applications. The principles of prompt engineering, applied properly, are demonstrated to be effective in teaching across the diverse fields of anatomy, physiology, pathology, pharmacology, and clinical skills. Just like ChatGPT and similar large language AI models, students need clear and detailed prompting in order for them to fully understand a topic. Using identical principles, a prompt that gets good information from an AI will also cause a student to think more deeply and accurately. The process of prompt engineering facilitates this process. Because each chapter contains multiple examples and key takeaways, it is a practical guide for implementing prompt engineering in the learning process. It provides a hands-on approach to ensure readers can immediately apply the concepts they learn.

Download or read book Unlocking the Secrets of Prompt Engineering written by Gilbert Mizrahi and published by Packt Publishing Ltd. This book was released on 2024-01-12 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Enhance your writing with AI by mastering prompt engineering techniques and become an expert in developing and utilizing LLM prompts across applications Key Features Master prompt engineering techniques to harness AI's writing potential Discover diverse LLM applications for content creation and beyond Learn through practical examples, use cases, and hands-on guidance Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionUnlocking the Secrets of Prompt Engineering is your key to mastering the art of AI-driven writing. This book propels you into the world of large language models (LLMs), empowering you to create and apply prompts effectively for diverse applications, from revolutionizing content creation and chatbots to coding assistance. Starting with the fundamentals of prompt engineering, this guide provides a solid foundation in LLM prompts, their components, and applications. Through practical examples and use cases, you'll discover how LLMs can be used for generating product descriptions, personalized emails, social media posts, and even creative writing projects like fiction and poetry. The book covers advanced use cases such as creating and promoting podcasts, integrating LLMs with other tools, and using AI for chatbot development. But that’s not all. You'll also delve into the ethical considerations, best practices, and limitations of using LLM prompts as you experiment and optimize your approach for best results. By the end of this book, you'll have unlocked the full potential of AI in writing and content creation to generate ideas, overcome writer's block, boost productivity, and improve communication skills.What you will learn Explore the different types of prompts, their strengths, and weaknesses Understand the AI agent's knowledge and mental model Enhance your creative writing with AI insights for fiction and poetry Develop advanced skills in AI chatbot creation and deployment Discover how AI will transform industries such as education, legal, and others Integrate LLMs with various tools to boost productivity Understand AI ethics and best practices, and navigate limitations effectively Experiment and optimize AI techniques for best results Who this book is for This book is for a wide audience, including writers, marketing and business professionals, researchers, students, tech enthusiasts, and creative individuals. Anyone looking for strategies and examples for using AI co-writing tools like ChatGPT effectively in domains such as content creation, drafting emails, and inspiring artistic works, will find this book especially useful. If you are interested in AI, NLP, and innovative software for personal or professional use, this is the book for you.

Download or read book LLM Prompt Engineering For Developers written by Aymen El Amri and published by Independently Published. This book was released on 2023-09 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A practical approach to Prompt Engineering for developers. Dive into the world of Prompt Engineering agility, optimizing your prompts for dynamic LLM interactions. Learn with hands-on examples from the real world and elevate your developer experience with LLMs. Discover how the right prompts can revolutionize your interactions with LLMs. In "LLM Prompt Engineering For Developers," we take a comprehensive journey into the world of LLMs and the art of crafting effective prompts for them. The guide starts by laying the foundation, exploring the evolution of Natural Language Processing (NLP) from its early days to the sophisticated LLMs we interact with today. You will dive deep into the complexities of models such as GPT models, understanding their architecture, capabilities, and nuances. As we progress, this guide emphasizes the importance of effective prompt engineering and its best practices. While LLMs like ChatGPT (GPT-3.5 and GPT-4) are powerful, their full potential is only realized when they are communicated with effectively. This is where prompt engineering comes into play. It's not simply about asking the model a question; it's about phrasing, context, and understanding the model's logic. Through chapters dedicated to Azure Prompt Flow, LangChain, and other tools, you'll gain hands-on experience in crafting, testing, scoring and optimizing prompts. We'll also explore advanced concepts like Few-shot Learning, Chain of Thought, Perplexity and techniques like ReAct and General Knowledge Prompting, equipping you with a comprehensive understanding of the domain. This guide is designed to be hands-on, offering practical insights and exercises. In fact, as you progress, you'll familiarize yourself with several tools: openai Python library: You will dive into the core of OpenAI's LLMs and learn how to interact and fine-tune models to achieve precise outputs tailored to specific needs. promptfoo: You will master the art of crafting effective prompts. Throughout the guide, we'll use promptfoo to test and score prompts, ensuring they're optimized for desired outcomes. LangChain: You'll explore the LangChain framework, which elevates LLM-powered applications. You'll dive into understanding how a prompt engineer can leverage the power of this tool to test and build effective prompts. betterprompt: Before deploying, it's essential to test. With betterprompt, you'll ensure the LLM prompts are ready for real-world scenarios, refining them as needed. Azure Prompt Flow: You will experience the visual interface of Azure's tool, streamlining LLM-based AI development. You'll design executable flows, integrating LLMs, prompts, and Python tools, ensuring a holistic understanding of the art of prompting. And more! With these tools in your toolkit, you will be well-prepared to craft powerful and effective prompts. The hands-on exercises will help solidify your understanding. Throughout the process, you'll be actively engaged and by the end, not only will you appreciate the power of prompt engineering, but you'll also possess the skills to implement it effectively.

Download or read book The Art of Prompt Engineering with ChatGPT written by Nathan Hunter and published by Independently Published. This book was released on 2023-01-19 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock the full potential of chatGPT with 'The Art of Prompt Engineering with ChatGPT: A Hands-On Guide'. This easy-to-follow book goes beyond the sound bytes of social media, providing you with the tools and techniques to use chatGPT on a deeper level. Learn 4 core techniques and tools to write better prompts Explore 9 in-depth use cases to understand how to apply these techniques and tools Multiple exercises for each technique and tool to ensure you learn by doing Beautiful illustrations throughout the book Accessible language in a personal tone Written by a senior trainer as a narrated instruction manual and guide Paired with the book release, the training series on 'The Art of Prompt Engineering with chatGPT: A Hands On Guide' has been fully booked out. The series includes 4 trainings that cover the core techniques and tools discussed in the book. We had a total of 400 attendees who will be participating in interactive and hands-on training sessions. Due to limited spots and high demand, we were unable to accommodate everyone who registered. If you were unable to attend this time, please check our website for updates on future trainings and opportunities: www.chatGPTtrainings.com Note from the author: ChatGPT is so new to the market that Amazon still autocorrects it to chatGOT or chat got. So as this AI technology changes, I'll be releases free updates for kindle versions. As of now, the book is in it's first edition, but expect an update in the coming months.

Download or read book Mastering AI Prompt Engineering written by Bytebazzar Publications and published by Independently Published. This book was released on 2024-02-12 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Key Features: Comprehensive Exploration: Master the foundational concepts of AI prompt engineering for a holistic understanding. Practical Exercises: Engage in hands-on exercises and guided prompts to apply theoretical knowledge effectively. Future Trends: Explore cutting-edge advancements, emerging technologies, and ethical considerations shaping the future of AI prompt interactions. Bonus Content: Access over 100 free cheat prompts included in the book to kickstart your journey and get results within 24 hours. Sample Prompts: Craft a chilling short story set in a post-apocalyptic world where AI has become humanity's greatest threat, exploring themes of survival and betrayal. Develop a captivating marketing campaign pitch for a cutting-edge virtual reality gaming experience, targeting thrill-seeking millennials and Gen Z gamers. Write a heartfelt blog post chronicling the journey of a young entrepreneur as they navigate the highs and lows of building their startup empire from the ground up. ......And many more Book Description: Embark on a transformative journey through the dynamic landscape of AI prompt engineering with Mastering AI Prompt Engineering. This definitive guide unravels the complexities of language models, prompting strategies, and ethical dimensions. Immerse yourself in practical exercises, real-world examples, and future trends, equipping you to master the art and science of crafting effective prompts. What sets this book apart is the inclusion of over 100 free cheat prompts, ensuring that you can jumpstart your AI prompt engineering journey and see results in just 24 hours. Whether a novice or seasoned practitioner, this compendium is your companion in navigating the frontiers of AI prompt engineering. What You Will Learn: Foundational Concepts: Grasp the fundamentals of language models, their processing mechanisms, and the pivotal role of prompts. Effective Prompt Design: Craft clear objectives, natural language prompts, and tailor them to model capabilities for optimal results. Future Trends: Gain insights into advances in language models, emerging technologies, and ethical considerations shaping AI prompt engineering. Who This Book Is For: Tailored for a diverse audience, from novices seeking an introduction to AI prompt engineering to seasoned practitioners staying abreast of the latest advancements. Whether a student, developer or AI enthusiast, content is crafted to meet you at your level of expertise. Table of Contents: Introduction to AI Prompt Engineering Fundamental Concepts of Language Models and Prompting Choosing and Crafting Effective Prompts Understanding Prompt Engineering Techniques Optimizing Prompts for Specific Tasks Evaluating Prompt Performance ........ About the Author: Tech Innovator and AI Enthusiast, Alex, leads this journey into AI prompt engineering. With a background in computer science, practical project leadership, and a commitment to collaboration, Alex is not just a technical expert but a visionary making AI accessible. Endnote: In your hands lies a gateway to mastering AI prompt engineering. Equip yourself with the knowledge to shape the future, and unlock the power of limitless possibilities in the world of artificial intelligence. The bonus content of over 100 free cheat prompts ensures that your journey begins with immediate impact - results within 24 hours. The journey awaits - are you ready to unleash the potent

Download or read book The Quick Guide to Prompt Engineering written by Ian Khan and published by John Wiley & Sons. This book was released on 2024-03-26 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design and use generative AI prompts that get helpful and practical results In The Quick Guide to Prompt Engineering, renowned technology futurist, management consultant, and AI thought leader Ian Khan delivers a practical and insightful discussion on taking the first steps in understanding and learning how to use generative AI. In this concise and quick start guide, you will learn how to design and use prompts to get the most out of Large Language Model generative AI applications like ChatGPT, DALL-E, Google’s Bard, and more. In the book, you’ll explore how to understand generative artificial intelligence and how to engineer prompts in a wide variety of industry use cases. You’ll also find thoughtful and illuminating case studies and hands-on exercises, as well as step-by-step guides, to get you up to speed on prompt engineering in no time at all. The book has been written for the non-technical user to take the first steps in the world of generative AI. Along with a helpful glossary of common terms, lists of useful additional reading and resources, and other resources, you’ll get: Explanations of the basics of generative artificial intelligence that help you to learn what’s going on under the hood of ChatGPT and other LLMs Stepwise guides to creating effective, efficient, and ethical prompts that help you get the most utility possible from these exciting new tools Strategies for generating text, images, video, voice, music, and other audio from various publicly available artificial intelligence tools Perfect for anyone with an interest in one of the newest and most practical technological advancements recently released to the public, The Quick Guide to Prompt Engineering is a must-read for tech enthusiasts, marketers, content creators, technical professionals, data experts, and anyone else expected to understand and use generative AI at work or at home. No previous experience is required.

Download or read book A Short and Practical Textbook of Prompt Engineering written by Dr Samuel Inbaraja S and published by Samuel Inbaraja S. This book was released on 2023-12-06 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: Consider a scenario where you wish to engage in a conversation with a computer system that can not only understand your natural language but also respond in a meaningful and informative way. This is precisely the goal of prompt engineering, a technique that enables users to harness the power of large language models (LLMs) to perform a wide range of tasks, from generating creative text formats to answering questions, translating languages, and engaging in meaningful conversations. This practical textbook has examples in every chapter and practical exercises at various place to facilitate learning. There are 15 chapters with references and comprehensible content. Learn prompt engineering and improve your chances of landing a job in the new normal of the AI economy in the evolving AI civilization.

Download or read book Practical Prompt Engineering written by Vajo Lukic and published by Independently Published. This book was released on 2024-05 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock the Power of ChatGPT and AI for Business Success - From Beginner to Expert Interested in chatting with AI like an expert? You've found the right spot! "Practical Prompt Engineering", is here to introduce you to the exciting world of ChatGPT, AI and Prompt engineering. Who's This Book For? This book is for students, professionals, tech fans, or anyone keen to learn about and apply AI through prompt engineering. It's perfect for beginners or anyone aiming to improve their skills. What's Inside? Future-Proof Your Skills: Discover how prompt engineering is influencing the tech landscape and what it means for your future. Meet Your AI: We begin with the basics. What is AI? What are Large Language Models (LLMs)? We'll help you get an intuitive understanding with examples, and guide you through how these digital brains operate. Explore Prompt Engineering: Learn what prompt engineering is and why it's essential for better understanding and interaction with AI, improving both effectiveness and accuracy. Build the Bridge: If you've ever felt like you and AI are not speaking the same language, we'll help fix that. Our tips ensure your AI interactions are clear and impactful. Practical Magic: We provide practical advice and examples, from simple prompts to advanced techniques, to help you master prompt engineering. Real-World Applications: Explore how prompt engineering is used in various areas - from writing and coding to customer support. See how these skills can transform your work or hobby. Hands-On Fun: Engage in interactive exercises that bring these concepts to life. You'll create your own prompts and experience the results firsthand. Troubleshoot Like a Pro: Encounter issues? We have answers. Learn to solve common problems in prompt engineering and keep your AI interactions smooth. Ethics Matter: We promote the ethical and responsible use of AI. You'll learn to approach AI with ethical considerations in mind. Continuous Learning: Interested in more? We offer a collection of resources to further your learning, including books, online courses, and active communities. Ready to Start? Pick up your copy today and begin your AI journey!

Download or read book The Art of Prompt Engineering with ChatGPT written by Nathan Hunter and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: ChatGPT is an incredible AI tool that has the potential to revolutionise the way we work. Bill Gates recently state that ChatGPT is as big an invention as the internet, and that it could essentially change the world. However, to be able to get the most out of ChatGPT, and move beyond simple use cases, you will need to learn the art of prompt engineering.

Download or read book Demystifying Prompt Engineering written by Harish Bhat and published by . This book was released on 2023-09 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to communicate with AI chatbots like ChatGPT to turbocharge your productivity and fast track your career with AI expertise. Build skills readiness for the AI enabled workforce in just 2 weeks with this hands-on guide.

Download or read book Prompt Engineering for Generative AI written by James Phoenix and published by "O'Reilly Media, Inc.". This book was released on 2024-05-16 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: Large language models (LLMs) and diffusion models such as ChatGPT and Stable Diffusion have unprecedented potential. Because they have been trained on all the public text and images on the internet, they can make useful contributions to a wide variety of tasks. And with the barrier to entry greatly reduced today, practically any developer can harness LLMs and diffusion models to tackle problems previously unsuitable for automation. With this book, you'll gain a solid foundation in generative AI, including how to apply these models in practice. When first integrating LLMs and diffusion models into their workflows, most developers struggle to coax reliable enough results from them to use in automated systems. Authors James Phoenix and Mike Taylor show you how a set of principles called prompt engineering can enable you to work effectively with AI. Learn how to empower AI to work for you. This book explains: The structure of the interaction chain of your program's AI model and the fine-grained steps in between How AI model requests arise from transforming the application problem into a document completion problem in the model training domain The influence of LLM and diffusion model architecture—and how to best interact with it How these principles apply in practice in the domains of natural language processing, text and image generation, and code