Prompt engineering guide google download. Note that this section is under heavy development.

Ken Jennings lost to IBM Watson in 2011 in the game of Jeopardy. Topics: ChatGPT Introduction; Reviewing The Conversation Task; Conversations with ChatGPT; Python Notebooks In some cases a modification to a prompt will achieve better performance on a few isolated examples but lead to worse overall performance on a more representative set of examples. Gemini Advanced demonstrates the ability to perform creative collaboration tasks. … Read More »Prompt Engineering Ultimate Guide This book will help you: Learn 5 core techniques and tools to write better prompts. If it doesn't, we halve that contribution (and let the ensemble instead depend more on the direct few-shot prompts). ‘Understanding Prompt Engineering’ by Dr Dheeraj Mehrotra will introduce you to the field of prompt engineering. Jan 17, 2024 · Here’s an expanded guide on the dos and don’ts in prompt engineering: Do’s in Prompt Engineering Be Specific in Your Requests: Tailor your prompts to be as detailed as possible. It involves understanding the model's capabilities, limitations, and biases, and formulating prompts that elicit relevant, coherent, and high-quality responses. Understanding the basics of Prompt Engineering. Few-shot Examples • 6 minutes • Preview module. Prompt engineering has even become a fast-growing job role. After the model receives a prompt, depending on the type of model being used, it can generate text Prompt Engineering for Chatbot Development. If you're new to prompt engineering, we recommend starting with our introduction to prompt engineering guide. "Response length" involves providing instructions to the AI on the desired length of the generated response. Prompts can contain questions, instructions, contextual information, few-shot examples, and partial input for the model to complete or continue. Jul 17, 2023 · Prompt engineering is the art of communicating with a generative AI model. Prompt Engineering. A common saying is: “AI will not take away your job. This category has become one of the hottest categories in AI. In this course, you will learn the techniques, approaches, and best practices for writing effective prompts. Working with AI tools such as ChatGPT, GPT-4, Midjourney, GitHub Copilot, GPT-4, DALL-E, and Stable Diffusion. Experience the exponential power of prompt engineering and redefine your proficiency with large language models. 21 online articles. At its core, prompt engineering is the art and science of crafting inputs that guide AI models, like Claude, to produce desired outputs. AI models have the ability to comprehend a variety of prompts. It’s because a detailed prompt narrows down the sampling space. By carefully crafting prompts, you provide the model with context, instructions, and examples that help it understand your intent and respond in a meaningful way. Expert insights from an IT professional already leveraging prompt engineering for success. This course focuses on Generative AI (GenAI), a type of AI that can create new content such as articles or images, which previously only humans could do. Master the art of crafting effective prompts for ChatGPT and other LLMs. I hope that it will help millions of people worldwide learn this new skill and provide new job opportunities. Introduction. Prompt engineering has become a cornerstone in the field of artificial intelligence (AI), particularly within the context of storytelling. Read this book using Google Play Books app on your PC, android, iOS devices. Therefore to be sure that a change is net positive to performance it may be necessary to define a comprehensive test suite (also known an as an "eval"). He has worked with world-class AI teams like Papers with Code, PyTorch, FAIR, Meta AI, Elastic, and many other AI startups. The key to prompt engineering is getting to know the models you're using and crafting the right prompts to harness its capabilities for high-quality, relevant, and accurate results. 5 and GPT-4 models through their API. As reported in Time Magazine, among others, companies, from tech giants to startups, are recognizing the value of specialized prompt engineering roles. Immerse yourself in the intricacies of system prompts, role-playing prompts, and the seamless integration of context, thus enabling your chatbots to engage users with heightened effectiveness and naturalness. ISBN: 9781098153434. Language models actually use tokens, not words. Oct 4, 2023 · Keith Torrence. We also have resources and short descriptions attached to the roadmap items so you can get everything you want to learn in one place. Although AI models can be very knowledgeable, they are still imperfect, and have the ability to Mar 17, 2023 · ompt-Engineering-Guide We added a new section on models like GPT-4 and ChatGPT to highlight the capabilities and limitations of these models and how to make the best use of them. Gemma 7B Prompt Format. Mar 30, 2024 · Prompt Engineering is a process of creating a prompt that is used to guide the user through a series of steps to achieve a specific goal. 13 downloadable assets. (opens in a new tab) (November 2023) An RL Perspective on RLHF, Prompting, and Beyond. Newer models tend to be easier to prompt engineer. Use numbered steps, delimiters, and few-shot prompting to improve your results. Prompt engineering describes the techniques of creating prompts to get what you want from an LLM like ChatGPT or Bard. 4. Few-shot Examples for Actions • 6 minutes. Prompt Engineering Guide. I said earlier that a prompt needs to be detailed and specific. We welcome contributions from the community. Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. roadmap. 3. For instance Google’s PaLM 2 can understand natural language prompts, multilingual text, and even programming codes like Python and JavaScript. Imagine you're a chef; prompt engineering is akin Prompt Engineering Playbook Page 7 Note LaunchPad is an AI innovation and experimentation platform by GovTech for the whole-of-government. Welcome to "The Complete Prompt Engineering Course: Exploring AI Interactions". ↩. While the principles of prompt engineering can be generalized across many different model types, certain models expect a specialized Prompts. But it was Open AI ‘s ChatGPT that truly took center stage later in 2022. Aug 29, 2023 · 5. Explore 9 in-depth use cases to understand how to apply these techniques and tools. This short ebook aims to provide a comprehensive guide on generative AI and prompt engineering, equipping readers with the knowledge and tools necessary to excel in the realm of data science. Everyone has been talking about it, what it can Nov 9, 2023 · Prompt engineering is a challenging yet crucial task for optimizing the performance of large language models on customized tasks. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Writing effective prompts allows users to Feb 6, 2023 · 📚 My Free Resource Hub & Skool Community: https://bit. Learn about the key components that make up prompt engineering and how they influence model responses. In this section, we cover the latest prompt engineering techniques for ChatGPT, including tips, applications, limitations, papers, and additional reading materials. by James Phoenix , Mike Taylor. Elvis, the instructor for this course, has vast experience doing research and building with LLMs and Generative AI. In a blog post authored back in 2011, Marc Andreessen warned that, “ Software is eating the world . May 16, 2023 · And, seeing how quickly this technology has come into mainstream use, experts are few and far between. Highly recommend this guide to prompt engineering — thorough, well referenced, up-to-date, cites my tweets: learnprompting. 📚 Dair. Released May 2024. 5. Updates to all future course materials. Writing Effective Few-Shot Examples • 10 minutes. Announcing our new Paper: The Prompt Report, with Co-authors from OpenAI & Microsoft! Jun 30, 2024 · This course will walk you through: Introduction to Prompt Engineering and its importance. By the end of this course, you will be able to: Understand the fundamentals of prompt engineering and the role of prompt engineers in Generative AI-powered systems and Natural Language Processing (NLP) Develop a deep knowledge of Large Language Models (LLMs) and their workings. AI aims to democratize AI research, education, and technologies. The guide starts off by explaining what Google engineers feel are the most important elements of creating an effective A prompt can contain information like the instruction or question you are passing to the model and include other details such as context, inputs, or examples. Prompt Design and Engineering: Introduction and Advanced Methods. As revolutionary large language models like GPT-4, DALL-E 3 and Google's PaLM 2 continue to push the boundaries of what AI can achieve, crafting the optimal prompts and inputs is crucial for shaping desired behaviours and outputs. Step 1: Define the Goal The first Apr 23, 2024 · The secret sauce to ChatGPT's impressive performance and versatility lies in an art subtly nestled within its programming – prompt engineering. Mar 27, 2024 · Learn the delicate ballet of timely engineering. Jul 5, 2024 · 17 page prompt engineering guide. Good Prompt Apr 14, 2024 · This guide, inspired by OpenAI’s insights, is crafted especially for beginners. The resource will also change as requested This guide explores the principles and examples of using "response length" for precise control over the length and conciseness of AI-generated content. Aug 14, 2023 · Tip #2: Be as specific as possible. You’ll learn to create prompts that resonate with the AI ether in the same way that a great alchemist can with chemicals. Understanding "Response Length" in Prompting. Explore degree and certificate programs from world-class universities that take your career forward. You can use these elements to instruct the model more effectively to improve the quality of results. Response 1: “The water cycle is the continuous movement of water on Earth through evaporation, condensation, and precipitation, driven by the Sun’ s energy Sep 5, 2023 · So if you're looking to diversify your skills, understand the mechanics behind your favorite AI tools, or step into a booming domain, this course is the perfect starting point. It's as much art as 2/ Learn Prompting A Free, Open Source Course on Communicating with AI. The Prompt Engineering Guide. e. This PMI report delves into the essentials of prompt engineering for project managers, offering insights into how to leverage GenAI for automating, assisting Feb 27, 2023 · The term prompt engineering has started to rise in the last couple of weeks. Oct 04, 2023. Resources and Tools Prompt engineering is a process to effectively guide generative AI models and control their output to produce desired results. Our mission is to enable the next-generation of AI innovators and creators. Applications of Prompt Engineering. The Prompt Engineering Guide is a project by DAIR. He is a co-creator of the Galactica LLM and author of the popular Prompt Engineering Guide. A well-crafted prompt can help make unique and exciting images. This ChatGPT Masterclass: The Guide to AI & Prompt Engineering is your all-access pass to the future of AI. Foundations of ChatGPT Prompt Engineering. Crafting System Prompts: Discover the art of creating system prompts that yield accurate and desired outputs. @learnprompting. They also have a massive Discord community of others learning how to prompt. All examples are tested with gpt-3. There are many different pruning and sampling strategies to alter the behavior and performance of the sequences. AI (opens in a new tab). Mastering Generative AI and Prompt Engineering: A Practical Guide for Data Scientists ebook cover. Elvis Saravia, who has worked at companies like Meta AI and Elastic, and has years of This prompt engineering doc is designed to optimize your ideation process and enhance your output quality. ”. Jul 6, 2024 · Artificial intelligence (AI) is a field in which people have created "smart" algorithms that can "learn" from data 1. Using the OpenAI API, you’ll be able to quickly build capabilities that learn to innovate and create value in ways that were cost-prohibitive, highly technical May 4, 2023 · Prompt Engineering for ChatGPT. " which seems like the correct answer based on the question given. Prompt Engineering Tutorial – Master ChatGPT and LLM Responses. Let's assume we want GPT-4 to generate a brief data analysis report. org - for the latest Prompt Engineering tutorials resources, trends, products, and services. The repo is intended to be used as a research and educational reference for practitioners and developers. Few-Shot Examples with Intermediate Steps • 9 minutes. org. This comprehensive course is designed to equip you with a unique blend of technical skills and business acumen, transforming you into a versatile Prompt Engineer. May 4, 2023 · The discussion begins with an introduction to ChatGPT and the fundamentals of prompt engineering, followed by an exploration of techniques for effective prompt crafting, such as clarity, explicit constraints, experimentation, and leveraging different types of questions. The model responds "The title of the website is "Prompt Engineering Guide". 2K+ Learners. We will learn more about them in the next lesson. Here's Your Learning Journey: Understanding & Mastering ChatGPT: You’ll get a deep understanding of Generative AI and language models, focusing on ChatGPT. And much more! Prompt Engineering Guide. Even though generative AI attempts to mimic humans, it requires detailed instructions to create high-quality and relevant output. Watch on. Although AI models can be very knowledgeable, they are still imperfect, and have the ability to Sep 27, 2023 · The widespread adoption of gen AI means prompt engineering is becoming a critical skill, requiring a distinct set of expertise and abilities. A prompt is basically an instruction you give to an AI. To help with this, we’ve created a prompt generation tool that guides Claude to generate high-quality prompt templates tailored to your specific tasks. The prompt is a way to guide the diffusion process to the sampling space where it matches. Since its release in late November 2022, ChatGPT has taken over personal, professional, and public discourse. Note that this section is under heavy development. The Jan 4, 2024 · In technical terms, this is called unconditioned or unguided diffusion. Feb 21, 2023 · Motivated by the high interest in developing with LLMs, we have created this new prompt engineering guide that contains all the latest papers, learning guides, lectures, references, and tools related to prompt engineering for LLMs. The simplified. We’ve done better in the latter. Apr 11, 2024 · Google’s Prompting Guide 101 The Four Key Elements of Effective Prompts. This guide contains a non-exhaustive set of learning guides and tools about prompt engineering. The guide is organized into sections, beginning with “The Basics” before moving into more “Prompting Techniques” for prompt engineering. While recent works indicate that large language models can be meta-prompted to perform automatic Prompt engineering in ChatGPT refers to the process of crafting effective prompts or instructions to guide the language model to generate desired outputs. This course delves into the world of AI and its application in real-world scenarios, covering a broad Prompt Engineering (or prompt design) has emerged as one of the most important skills for unlocking the true potential of generative AI. 38 external resources. The document is comprised of two main types of prompts: simple prompts and advanced prompts. This enlightening book provides a thorough examination of the art and technology involved in creating AI system prompts that work. 🌐 Prompt Engineering Guide (Web Version) 🎓 Advanced Prompt Engineering for LLMs (Cohort-based Course) This section provides a guide to optimizing prompts for specific tasks and domains, including techniques such as prompt tuning and prompt mixing. This resource is a “living document” with written and video content that will change as artificial intelligence and the technologies that use AI change. You will learn about prompt techniques like zero-shot and few-shot, which can improve the reliability and Prompt engineering is the process where you guide generative artificial intelligence (generative AI) solutions to generate desired outputs. For instance, below we asked Gemini Advanced to perform a creative interdisciplinary task: Prompt: Write a proof of the fact What you’ll learn in this course. Step by step guide to learn Prompt Engineering. Understand and use chain-of-thought prompting to add more context. A short course in prompt engineering This course will take you from zero to hero, with no prerequisites needed. Apr 27, 2023 · Course Outline: Week 1: Introduction to Prompt Engineering. Lucrative opportunities in paid content creation through AI technology. Mastering tokens, log probabilities, and AI hallucinations. Salaries up to $325K are being paid for this new skill! I am so happy to publish this free, prompt engineering guide. ly/3uRIRB3 (Check “Youtube Resources” tab for any mentioned resources!)🤝 Need AI Solutions Built? Wor Feb 16, 2024 · This guide will walk you through some advanced techniques in prompt design and prompt engineering. It includes several materials, guides, examples, papers, and much more. Starting point. 24 hours of learning content. Find the guide here: Prompt Engineering Guide. It is only available for public officers. It aims to educate researchers and practitioners about prompt engineering. gov. By sending an AI 9 the following prompt, we can get it to generate a full length, formal email. One-on-one with me in the Q&A section Nov 24, 2023 · Abstract. Step 2 - Translate the summary from Step 1 into Spanish, with a prefix that says "Translation: ". Generative AI encompasses a range of models and techniques designed to generate new data based on existing input data. Boost your tech and AI career trajectory with our industry-leading Certified Prompt Engineer™ Certification Program. ReAct Prompting • 11 minutes. Put instructions at the beginning of the prompt and use ### or """ to separate the instruction and context. Prompt Engineering is the art of crafting prompts that effectively instruct ChatGPT to generate the desired output. Crucial tips to avoid common pitfalls and mistakes that could derail your prompt engineering efforts. In storytelling, this means creating prompts that lead to the production of coherent, engaging, and Prompt Engineering Course objectives. Use the latest model. Mastering prompt engineering is essential to fully harness DALL-E 3’s exceptional creative capabilities for your visual goals. Jun 27, 2023 · ChatGPT Masterclass: The Guide to AI & Prompt Engineering Udemy Free Download ChatGPT Unlocked: 10x Your Productivity & Career, 100+ AI Prompts, Master Marketing, Creativity & Prompt Engineering. By Matthew Mayo, KDnuggets Managing Editor on April 18, 2023 in Artificial Intelligence. In today’s fast-paced world, proficiency in prompt engineering is not just a handy skill – it’s a passport to the future. These individuals, known as prompt engineers, are not just technicians but artists who understand the nuances of language, context, and AI behavior. A prompt is a short text phrase that the Midjourney Bot interprets to produce an image. 180 gigabytes of streamable content. Prompt Engineering Guide 提示工程指南. %PDF-1. The model uses the default configurations, i. Jul 12, 2024 · The AI analyzes the context and content of the given input and adds material that fits its theme, tone, and style. An AI beat Prompt engineering is far faster than other methods of model behavior control, such as finetuning, and can often yield leaps in performance in far less time. Fundamentals of Prompt Engineering: We start with the basics, ensuring you have a solid foundation. With our program, you’ll delve into the craft of generating prompts that produce precise and contextually PromptEngineering. Introduction to OpenAI’s Apr 3, 2024 · 7. Save time, improve article quality, and spark latent creativity. Enroll for free. Learn Prompting is the largest and most comprehensive course in prompt engineering available on the internet, with over 60 content modules, translated into 9 languages, and a thriving community. Completion prompts are useful for creative writing and coding. Prompt engineering involves the careful design of inputs that guide AI models to generate desired outputs. For example, GenAIs can write essays, solve math problems, and win art Nov 2, 2023 · Prompt engineering is a powerful tool for unlocking the potential of ChatGPT, making it accessible and beneficial for both developers and non-developers. Collaborate with AI, and your words will dance like fireworks on a beautiful night. But one AI company is offering free training right now. 7 videos • Total 64 minutes. Apr 29, 2024 · Chapter 1: Understanding Prompt Engineering. 1 Hours. Discover how GPT-4 is a game-changer and become an early adopter. Understanding the capabilities, limitations, and best practices for each AI tool. Sometimes, the hardest part of using an AI model is figuring out how to prompt it effectively. Let’s look at an example. It serves as an invaluable resource for students seeking to understand this field, offering learning guides, models, lectures, references, and tools specifically designed Mar 25, 2024 · In this tutorial, you’ll learn how to: Work with OpenAI’s GPT-3. Here are some reasons to consider prompt engineering over finetuning: Resource efficiency: Fine-tuning requires high-end GPUs and large memory, while prompt engineering only needs text Prompt engineering is the art and science of designing and optimizing prompts to guide AI models, particularly LLMs, towards generating the desired responses. In this article, we’ll cover how we approach prompt engineering at GitHub, and how you can use it to build your own LLM-based application. Prompt engineering is more than just giving commands to an AI; it’s about learning how to ask questions in a way Join the Community. Beginner. org YouTube channel (1-hour watch). In prompt engineering, you choose the most appropriate formats, phrases Jan 10, 2024 · On November 30, 2022, the world changed from a non-AI-prompt-world to an all-in-AI-prompt one thanks to ChatGPT being made public and experiencing the biggest growth, 100 million active users in 2… 2 days ago · A prompt is a natural language request submitted to a language model to receive a response back. Read it now on the O’Reilly learning platform with a 10-day free trial. In ChatGPT Prompt Engineering for Developers, you will learn how to use a large language model (LLM) to quickly build new and powerful applications. The Gemma Instruct model uses the following format: <start_of_turn>user Generate a Python function that multiplies two numbers <end_of_turn> <start_of_turn>model. Apply prompt engineering techniques to a practical, real-world example. 3. They are designed to help expand your skills and knowledge by teaching you how to effectively apply the concepts learned in this guide to real-world use cases and applications. ↩ Sep 14, 2021 · View a PDF of the paper titled Design Guidelines for Prompt Engineering Text-to-Image Generative Models, by Vivian Liu and 1 other authors View PDF Abstract: Text-to-image generative models are a new and powerful way to generate visual artwork. This comprehensive guide provides extensive techniques and strategies for crafting effective prompts to generate custom images with DALL-E 3 using ChatGPT as an AI assistant. A token roughly maps to a syllable in a word, or about 4 characters. The LaunchPad Playground interface is used throughout the Playbook to demonstrate the power of prompt engineering. But it's more than just an art; it's a methodology that combines creativity with systematic testing and iteration. Explore the realm of chatbot development with effective prompt engineering strategies. This emerging field requires project professionals to master the art of crafting effective prompts to communicate with AI tools, enhancing their ability to manage projects successfully. Access to over 100 downloadable, ready-to-use prompts. “Understanding Prompt Engineering” by Dr Dheeraj Mehrotra. Prompt engineering. 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. Lifetime access to the tutorials and assets. About. Summarize this text in one sentence with a prefix that says "Summary: ". In the example below, we provide the model (Gemini Pro Vision accessed via Google AI Studio) a text instruction and an image which represents a snapshot of this prompt engineering guide. This section includes real-world examples of how prompt engineering has been used to improve the performance of AI systems in various domains. It aims to demystify the role of prompt engineering and offer easy-to-follow strategies for effectively communicating with these advanced AI systems. Let's get started by going over a basic example of a simple prompt: Prompt. It involves understanding the model's behavior and tweaking the input to guide the model's responses. Types of prompts. 5-turbo using the OpenAI's Playground unless otherwise specified. It requires complex reasoning to examine the model's errors, hypothesize what is missing or misleading in the current prompt, and communicate the task with clarity. Prompt Engineering Playbook https://go. In this guide, we will walk you through the process of creating an effective prompt that will help you achieve your desired outcome. Learn the essentials of prompt engineering with this course. 4 %âãÏÓ 911 0 obj > endobj xref 911 42 0000000016 00000 n 0000003057 00000 n 0000003204 00000 n 0000003248 00000 n 0000003284 00000 n 0000004644 00000 n 0000004908 00000 n 0000005306 00000 n 0000005692 00000 n 0000005863 00000 n 0000005977 00000 n 0000006387 00000 n 0000008407 00000 n 0000010415 00000 n 0000012421 00000 n 0000014458 00000 n 0000016800 00000 n 0000019065 00000 n If GPT-4 thinks the question does require a scratch-pad, then the contribution of the Chain-of-Thought component of the ensemble is doubled. 1. , temperature=1 and top_p=1. (opens in a new tab) (January 2024) A Survey on Hallucination in Large Language Models: Principles,Taxonomy, Challenges, and Open Questions. Download for offline reading, highlight, bookmark or take notes while you read Unlocking the Secrets of Prompt Engineering: Master the art of Use the following step-by-step instructions to respond to user inputs. Automatically generate first draft prompt templates. prompts are ideal for generating quick ideas and obtaining concise answers with minimal effort. sh is the 6th most starred project on GitHub and is visited by hundreds of thousands of developers every month. The world chess champion, Gary Kasparov, was beaten in 1996 by IBM’s Deep Blue. Overviews. For best results, we generally recommend using the latest, most capable models. Start by mastering the basics of prompt engineering, progress to Python scripting, and then learn to construct AI workflows with power prompts. The article also covers best practices, including iterative refinement Prompt engineering refers to the process of crafting well-structured and precise instructions or queries that are given to language models or AI systems to generate desired outputs. The Prompt Engineering Guide is not a course per se, but it does provide extensive coverage of prompt engineering and large language models. It involves formulating prompts in a way that guides the model's behavior and helps achieve specific tasks or generate accurate responses. Sep 27, 2023 · The widespread adoption of gen AI means prompt engineering is becoming a critical skill, requiring a distinct set of expertise and abilities. The Midjourney Bot breaks down the words and phrases in a prompt into smaller pieces, called tokens, that are compared to its training data and then used to generate an image. DAIR. sg/launchpad | 5 the task it was trained to do. World Go champion Lee Sedol lost to Google’s Alpha Go in 2016. Publisher (s): O'Reilly Media, Inc. Learn 4 advanced prompt engineering tools to take your knowledge to the next level. ai Prompt Engineering Guide 📚; Footnotes. Launched in 2022, DALL-E, MidJourney, and StableDiffusion underscored the disruptive potential of Generative AI. We've designed this section to turn this complex tool into something easy to Prompt Engineering for Generative AI. In this concise and quick start guide, you will learn how to Aug 14, 2023 · Tip #2: Be as specific as possible. Chain of Thought Prompting • 11 minutes. . Jul 6, 2024 · By automating email responses, email editing, and cold outreach, we save hours of time each week. O’Reilly members get unlimited access to books, live events, courses curated by job role, and more from O’Reilly and Unlocking the Secrets of Prompt Engineering: Master the art of creative language generation to accelerate your journey from novice to pro - Ebook written by Gilbert Mizrahi. These hands-on courses are built to compliment this prompt engineering guide. It's as much art as This comprehensive guide covers the theory and practical aspects of prompt engineering and how to leverage the best prompting techniques to interact and build with LLMs. It is a powerful tool that can help users complete complex tasks with ease and efficiency. 2. Watch the full course on the freeCodeCamp. The Gemma base models don't use any specific prompt format but can be prompted to perform tasks through zero-shot/few-shot prompting. Step 1 - The user will provide you with text in triple quotes. It can be used like other models such as GPT-4 for generating fresh content ideas, analyzing trends and strategies for growing audiences. pw cd bj zb cd gs sc yt au cd