AI Knowledge Base

1. "Develop a comprehensive employee handbook for [company name] that outlines the following basic policies, procedures, and elements of company culture:[policies procedures culture]." 2. "Design a guide on creating an effective and user-friendly employee handbook that focuses on the following [key components] and [most...

Preface Over the past two years, Retrieval-Augmented Generation (RAG, Retrieval-Augmented Generation) technology has emerged as a central component of enhancing intelligences. By combining the dual capabilities of retrieval and generation, RAG is able to bring in external knowledge to...

1. "Discuss the development of an interpretable and illustrative custom tool for machine learning models related to {topic} using {programming language or framework}, including support for feature importance analysis, decision trees, and model visualization." 2. "Describe the use of a {programming language or framework} to create a model for {topic}...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [CLIENT NAME] Transforming Personal Finance Management with [APP NAME] [INTRODUCTION] Briefly introduce the client, their challenges in managing their personal finances, and how they discovered [APP NAME] [SECTION ONE] HEADLINE: Client Background Describe the...

1. "Provides an overview of user interviews, explaining their purpose, methodology, and the role they play in user-centered design and [product type] development." 2. "Discusses the benefits of conducting user interviews for [product type] projects, emphasizing how they can inform design decisions...

- "Please write a compelling [text type] that speaks directly to my [ideal customer persona] and encourages them to take [desired action] on my [website/product]." - "I need a [text type] that addresses any potential objections by highlighting its unique strengths and...

Can you please develop a mobile marketing strategy for my brand to optimize presentation on mobile devices and improve engagement with my target audience? What is the best way to create mobile-friendly content and design mobile-optimized landing pages? How can I use mobile marketing to increase app downloads and in-app purchases? Please share...

PROFESSIONAL SCENARIO COPYWRITING TIPS WORDS The Social Media Content Calendar is designed for [company name] to engage [target audience] through platforms such as [list relevant social media platforms]. As an AI language model, please generate a Social Media Content Calendar copy that covers the following key elements: 1. Content...

Lesson Some bad news: Claude sometimes "hallucinates" and makes untrue or unreasonable statements. The good news is: there are techniques that can help you minimize the occurrence of hallucinations. In the following, we will discuss a few of these techniques, including: Giving Claude a chance to return...

1. "Develop a comprehensive guide to UI design principles and best practices, focusing on key elements, techniques, and the latest trends." 2. "Design a series of innovative and visually appealing UI design concepts for [product/application] that incorporate unique features, [user needs], and [user design preferences...

1. "Provide a succinct overview of the strengths and challenges of 'continuous feedback' in Agile methodologies, especially in '{industry-specific}' and its impact on '{specific outcomes or effects}'. Highlight the role of '{important factors}'." 2. "Give examples of the 'flexible prioritization' aspect of the Agile methodology...

1. can you develop a gamification strategy that uses game mechanics and reward systems to engage my target audience and motivate them to take specific actions? 2. what is the best way to design a gamified experience that aligns with my brand and supports my marketing goals? 3. how can I use gamification to raise...

1. "Discuss the steps for allocating and optimizing project resources in '{industry-specific}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe the importance of a structured approach to managing project resources in '{specific industries}' and its impact on...

1. "Explain how to use {techniques/tools} to effectively summarize incident reports, including techniques for identifying key information, distinguishing relevant data, and synthesizing findings." 2. "Describe the process of using a {programming language or framework} to build custom tools for automated incident report summarization and analysis, covering data extraction...

INTRODUCTION Intelligent body based approach to enhance retrieval augmented generation. Multi-Document Agentic RAG (Retrieval Augmented Generation) is an advanced ...

1. "Discuss key methodologies and best practices for conducting UX research in the context of {theme} and provide examples of successful implementations." 2. "Explain the importance of user profiling and user journey mapping in studying user experience research in the context of {theme}, and provide recommendations for effectively creating and utilizing these tools...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [COMPANY OR APP NAME] is pleased to announce the launch of [NAME OF MOBILE APPLICATION OR DIGITAL SERVICE], a cutting-edge solution for the [TARGET AUDIENCE] designed for the [CORE FUNCTION OF THE APPLICATION OR SERVICE]. As an AI language model, please generate a compelling mobile app...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [project or company name] is launching a crowdfunding campaign on [crowdfunding platform] to raise funds for [brief description of project or goal]. As an AI language model, please generate a compelling crowdfunding campaign copy that covers the following key elements: 1. compelling mark...

Deep Learning (DL) is a branch of machine learning that centers on the use of multi-layer artificial neural networks to learn and represent complex patterns in data.

1. "Generate a tool for [enter software engineering task] that provides an intuitive user interface, streamlines the process and reduces the risk of errors." 2. "Provide a step-by-step guide to creating a reusable and modular software engineering pipeline for {topic} using {programming language or framework}, covering integration, deployment...

Professional Scenario Copy Prompt Words [insert company or brand name] is excited to announce a partnership with social media influencer [insert influencer name] for [briefly describe the purpose or activities of the partnership]. As an AI language model, please generate an engaging influencer partnership announcement copy that covers the following key essentials...

IMPORTANT NOTE: If the original article has author and source information, summarize it by using the author's name and source information directly, rather than using "author" pronouns. For example: "Tim Ferriss shared on the podcast "The Tim Ferriss Show 203"...

1. "Describe the process of building deep learning models for {specific tasks} using a {programming language or framework}." 2. "How do you use a {programming language or framework} to design and train a convolutional neural network (CNN) for an image recognition task?" 3. "Describe the process of using a {programming language or framework...

Overview This guide will walk you through creating a simple Retrieval Augmentation Generation (RAG) system using pure Python. We will use an embedding model and a large language model (LLM) to retrieve relevant documents and generate responses based on user queries. https...

Introduction The Automated Merge Retriever is a high-level implementation of the Enhanced Retrieval Generation (RAG) framework. It aims to enhance the context-awareness and coherence of AI-generated responses by merging potentially fragmented and smaller contexts into larger and more comprehensive ones. https://g...

1. "Generate an informative paragraph discussing the impact of 'visual project management' in Kanban on '[specific outcome or effect]'. Explore its importance in the '[specific industry]', considering key aspects such as '[Factor 1]', '[Factor 2]' and '[Factor 3]'." 2....

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS The topic of this podcast program is "[insert podcast program title]", the focus is on [brief description of the podcast program topic], and the target audience is [insert target audience]. As an AI language model, please generate an engaging podcast show description that covers the following...

By Krish Maniar and William Fu-Hinthorn When writing cue words, we try to communicate our intentions to Large Language Models (LLMs) so that they can apply these instructions on complex data. However, clearly expressing all the fine details at once...

1. ** "What are the best practices for pre-processing {theme} data using {programming languages or frameworks}?" ** 2. ** "How do you perform exploratory data analysis on {theme} data using a {programming language or framework}?" ** 3. ** "What are the best practices for analyzing {main} data in a {programming language or framework}?" ** 3. ** "What are the best practices for analyzing {main...

1. "Develop a comprehensive guide to UX design principles and best practices, focusing on these {key elements}, {tips}, and latest trends." 2. "Design a series of intuitive and user-friendly UX design concepts for {products/applications} that incorporate unique features, {user needs} and...

PROFESSIONAL SCENARIO COPYWRITING CUE WORDS [Company Name] is proud to offer [Name of Career Coaching Service], a professional coaching service tailored to [Target Audience], designed to help those who wish to [Primary Goal, e.g., Advance their Career, Switch Industries, or Obtain their Ideal Job]. As the AI language...

1. "Write a detailed exploration of the '[specific topic]', discussing its importance in the '[specific industry/field]'. Consider key aspects such as '[Factor 1]', '[Factor 2]', and '[Factor 3]' to build your thesis." 2. "Create an essay detailing...

Explainable AI (XAI) is an overarching set of programs that encompasses concepts methods technologies and governance frameworks.

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [INSERT ORGANIZATION NAME] is pleased to announce an upcoming meeting or event titled "[INSERT NAME OF MEETING OR EVENT]". This activity is designed for [insert target audience] and is intended to [briefly describe the purpose or theme of the event]. As an AI language model, please generate a...

1. "Discuss the steps involved in navigating and implementing a project scope or process change in '{specific industry}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe a structured approach to handling project modifications in '{industry-specific}'...

1. "Discuss the steps to ensure high standards of project outcomes in '{industry-specific}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe the importance of using a structured approach to maintaining and improving project quality in '{industry-specific}'...

1. "Develop a comprehensive recruitment strategy guide for {industry} professionals that focuses on these key {tips} and {tools}." 2. "Write a compelling job advertisement for a {job title} position at {company name} that highlights these essential {qualification requirements} and {duties...

PROFESSIONAL SCENARIO COPYWRITING TIPS [PRODUCT NAME] Innovative Smart Home Security System [INTRODUCTION] A brief introduction to the smart home security system, its features and advantages [PART I] TITLE: MAIN FEATURES DESCRIPTION: Lists the main features of the smart home security system, such as motion detection, camera quality...

1. **Create a chatbot to interact with my [target audience] and provide them with relevant information about my [product/service]. ** 2. **How can I personalize my chatbot conversations to make them feel more human and natural? ** 3. **How can I use...

PROFESSIONAL SCENE COPYWRITING CUE WORDS Introducing [INSERT NAME OF MEDITATION APPLICATION], the perfect companion for your spiritual journey. [insert name of meditation app] has a rich library of guided meditations to help you cope with [insert key issue such as stress, anxiety or sleep problems]. Our experienced meditation instructors will guide...

Supervised learning is one of the most common and basic methods of machine learning, the core idea is to teach computer models how to make predictions or judgments through existing data sets with "correct answers".

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS OBJECTIVE: Write an informative and engaging eco-lifestyle blog post for [TARGET AUDIENCE] HEADLINE: Create a compelling headline highlighting the benefits of adopting an eco-lifestyle INTRODUCTION: Write a captivating introduction to pique the reader's interest and establish that the eco...

"Please use our customer data to provide 5 personalized marketing messages for our [product/service] that appeal to our [ideal customer profile]." "Can you create a marketing campaign that appeals to our [ideal customer profile] in [geographic location] and encourages them to purchase our [product...

1. "Describe the process of building a custom test automation tool for {topic} using {programming language or framework}, including basic functionality, functional features, and user interface design." 2. "Create a [adjective] [tool/program] that uses [specific QA automation framework] and [specific programming language...

1. "Write an insightful essay about how '{specific events}' have shaped your personal life or the society around you. Use detailed examples and personal anecdotes to support your points." 2. "Write an 'operating guide' on '{specific task}'. Use your expertise...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [INSERT PRODUCT LINE NAME] is a range of eco-friendly cleaning products designed to deliver powerful cleaning results while minimizing the impact on the environment. As an AI language model, please generate persuasive copy to promote this product range, covering the following key elements...

1. "Provide an overview of user testing studies, explaining their purpose, methodology, and role in {product type}-centered user design." 2. "Discuss the benefits of conducting user testing studies for {product type} projects, highlighting how they can guide design decisions, knowledge...

1. can you design a referral marketing program that will incentivize my existing customers to recommend my [product/service] to their friends and family? 2. what is the best way to track and reward referrals? How can I ensure a positive customer experience for both the referrer and the new customer? 3. how can I utilize referrals...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [insert app name] is an advanced fitness app designed to help users achieve their health and fitness goals through personalized workout plans, nutritional guidance, and progress tracking. As an AI language model, please generate an engaging copy to promote this app, covering the following...

Keeping the English word "DM" directive to follow for more consistent results 1. "I'm looking for a cold DM creative idea that will demonstrate the unique features and benefits of my [product/service] to my [ideal customer profile] in a clear and compelling way." 2. "I'm looking for a cold DM creative idea that can...

INTRODUCTION Data chunking is a key step in Retrieval Augmented Generation (RAG) systems. It breaks large documents into smaller, manageable pieces for efficient indexing, retrieval, and processing. This README provides an overview of the various chunking methods available in the RAG pipeline. https...

Exercise In this exercise, we will write prompts for a programming assistance and teaching robot that can read code and provide guided corrections when appropriate. Fill in each of the yellow boxes below with prompt elements that match the descriptions and examples in the previous Complex Prompts example. When you are finished filling in the...

- Can you identify potential partners in my industry with similar target audiences and complementary products/services? - What is the best way to approach and convince potential partners to establish a mutually beneficial partnership? - How can I use cooperative marketing to expand my brand's reach and acquire new potential customers...

1. "Discuss the steps involved in effective project budgeting and cost management in '{specific industry}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe the importance of a structured approach to controlling project expenditures in '{specific industries}' to...

Lesson How would you fare if someone suddenly woke you up and immediately asked you several complex questions that you had to answer right away? Probably not as well as if you had time to think before answering. And guess what, the same goes for Claude. Giving Claude time to think gradually has...

PROFESSIONAL SCENARIO COPYWRITING TIPS Simplify your life with [insert app name], an all-in-one meal planning and grocery shopping app that revolutionizes the way you manage your kitchen. [insert app name] provides a seamless experience that helps you: 1. Attention: browse our multi...

1. "Describe the process of using a {programming language or framework} to build a custom error reporting and analysis tool related to {topic}, including basic features, functionality, and user interface design." 2. "Explain how to use a {programming language or framework} to develop a tool for automating error data collection and sub...

Introduction GraphRAG (Graph Structure Based Retrieval Enhanced Generation) is an advanced retrieval and generation method. It combines the advantages of graph data structures with the capabilities of Large Language Models (LLMs) to overcome some of the limitations of traditional RAG systems. https://githu...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [Company Name] is proud to present [SaaS Product Name], a cutting-edge software solution designed for [Target Audience] and aimed at [Key Features or Benefits]. As an AI language model, please generate an engaging SaaS product promotional copy that encompasses...

Professional Scene Copywriting Prompts [Webinar Title] Join our insightful sustainable living webinar and learn how to make a positive impact on the planet! 🌍 [Introduction] A brief introduction to the webinar and the importance of sustainable living in today's world [Part 1] Title...

PRO SCENE COPYWRITING TIPS Achieve your fitness goals with [insert app name], an innovative fitness tracking app that adapts to your unique lifestyle. [insert app name] offers a personalized approach to help you: 1. Attention: use our easy-to-use...

The introduction of ChatGPT ushered in an important moment in enabling organizations to envision new application scenarios and accelerating the adoption of AI by these companies. A typical application in the enterprise space is enabling users to talk to chatbots and get answers to their questions based on a company's internal knowledge base. Not...

1. "Write a persuasive essay arguing that '{specific policies}' should be implemented in your community. Use evidence, expert opinion, and personal insights to support your argument." 2. "Write an essay that persuades readers to take action on '{specific issue}'. Use compelling reasons and specific examples...

Introduction The purpose of this document is to help readers quickly understand and grasp the core concepts and applications of Prompt Engineering through a series of prompt examples (in part). These examples are all derived from an academic paper on a systematic review of prompt engineering techniques ("The Prompt Report: A Sy...

1. "Provide an overview of qualitative research, focusing on its application to {the field of study}, and discuss the key methodologies and types of data collected in this research approach." 2. "Discuss the strengths and limitations of qualitative research when studying {theme}, highlighting its advantages over quantitative research methods and...

1. "Create a compelling LinkedIn headline for a {job seeker} in the {industry} field that highlights their unique {skills} and {value proposition}." 2. "Create a professional LinkedIn profile for a {job seeker} pursuing a position in {job title}, strong...

1. "Create a [tool/program] that searches the GitHub repository for [specific keywords] using [specific technology] and [programming language]." 2. "Explain the process of integrating third-party services and APIs into a custom GitHub solution for {topic}...

1. "Write an engaging author bio about '{your name}' that highlights your background, writing style, and notable accomplishments. Showcase your unique voice and inspire readers to explore your work." 2. "Write an engaging book blurb for '{your title}' that summarizes the plot, main...

1. generate a function that implements [the task to be accomplished] in [programming language] and explain how it works. 2. summarize the differences between [two programming languages or frameworks] and recommend which one to use for [a specific task or project]. 3. use [programming language or framework] to create an arithmetic...

1. "Write a compelling job listing for a {[job title]} position in {[company name]} that highlights these necessary {[qualifications]}, {[duties]}, and {[benefits]}." 2. "Design an engaging job for a {[job title]} role in {[industry]}...

ColBERT (Contextualized Post-Cultural Interaction based on BERT) is different from the traditional dense embedding model. Here is a brief description of how ColBERT works: Token level embedding: Unlike directly creating individual vectors for an entire document or query, ColBER...

Recently found an open source project, it provides a good RAG ideas, it will DeepSeek-R1 reasoning ability combined with Agentic Workflow applied to RAG retrieval Project address https://github...

Pre-trained Model is a fundamental and powerful technique in the field of Artificial Intelligence, representing machine learning models that are pre-trained on large-scale datasets. Models form a broad knowledge base by processing massive amounts of information and learning generalized patterns and features from the data...

Lesson **Claude responds best to clear and direct instructions. Think of Claude as any new employee who has just come on board. ** Claude has no background information about what to do other than what you literally tell it. It's like the first time you ask a human...

"I'm looking for an [email type] that convinces my [ideal customer persona] to buy by emphasizing the unique benefits of [product/service] and addressing potential objections." "I'm looking for an [email type] that directly addresses the needs and pain points of my [ideal customer persona] through a sense of urgency and strong...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS OBJECTIVE: Write an informative and engaging blog post for [TARGET AUDIENCE] about the stress-reducing benefits of meditation TITLE: Create a compelling headline highlighting the positive effects of meditation on stress management INTRODUCTION: Write an engaging introduction discussing the modern life...

Introduction The Sentence Window-based Retrieval-Augmented Generation (RAG) method is a high-level implementation of the RAG framework that aims to enhance the context-awareness and coherence of AI-generated responses. The method ...

"I am looking for a YouTube video idea that will go viral and showcase my [product/service] to my [ideal customer profile] in a creative and entertaining way." "I need a YouTube video idea that will go viral, but will also be effective through strong call-to-action phrases and compelling...

1. "Discuss the steps for identifying, documenting, and resolving project issues in '[specific industry]', focusing on the elements '[element 1]', '[element 2]', and '[element 3]'." 2. "Describe the importance of a structured approach to monitoring and addressing project issues in '[specific industry]'...

1. "Conduct an in-depth study of the impact of '{specific technologies}' on '{specific industries}' over the past decade. Use data, case studies, and expert opinion to support your findings." 2. "Research the impact of '{specific policies}' on '{specific demographic groups}' and write a comprehensive report...

1. "Write a detailed introduction that discusses the impact of 'eliminating waste' in Lean project management on '[specific outcome or effect]'. Consider its importance in the '[specific industry]' along with aspects such as '[Factor 1]', '[Factor 2]', and '[Factor 3]'." 2...

Large Language Model (LLM) is a deep learning system trained on massive text data, with the Transformer architecture at its core. The self-attention mechanism of this architecture can effectively capture long-distance dependencies in language. The model's "large ...

"I'm looking for an Instagram story idea that shows my [ideal customer portrait] the unique features and benefits of my [product/service] in an innovative and engaging way." "I'm looking for an Instagram story idea to provide my [ideal customer portrait] with information about...

PROFESSIONAL SCENE COPYWRITING TIPS NOTE: Are you tired of being subjected to distractions and background noise when you need to focus? INTERESTING: Get to know [brand of noise-cancelling headphones], the ultimate solution for immersing yourself in your favorite sounds, eliminating distractions and providing you with the peaceful experience you deserve. Our cutting-edge technology...

1. How can I use email marketing to retain existing customers and encourage repeat purchases? 2. can I design a customer loyalty program that will be used to reward my most loyal customers and incentivize them to continue buying from me? 3. collect customer feedback and use that feedback to improve my products/services in the most...

- Can you create a content distribution and promotion strategy that will help my content reach and engage my target audience across multiple channels and formats? - What's the best way to plan and execute a content distribution program, taking into account different types of content, [target personas] and channels? - How can I leverage paid media...

Lesson Giving Claude examples of how you want it to behave (or not behave) is very effective for: Getting the right answer Getting the answer in the right format This type of hinting is also known as "sample less hinting". You may also encounter "zero sample", "n sample"...

This article is about wrapping the publicly available flux1 drawing API (https://img.kdjingpai.com/) into a Dify workflow. This is a test address, you can refer to this article to deploy their own services: white john FLUX1 interface is closed, resulting in traffic on this site...

1. "Create a dialog in which two experts debate '{specific topics}'. Highlight the differences in their opinions and the reasons behind those beliefs." 2. "Compose a dialog in which a teacher explains '{specific topic}' to students. Use clear, simple language to make concepts easy to understand." 3....

AI fairness is the interdisciplinary field of ensuring that AI systems treat all individuals and groups in a fair and unbiased manner throughout their design, development, deployment, and operation lifecycle.

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [INSERT COMPANY NAME] Most recent [BRIEF DESCRIPTION OF NEWS EVENT, ANNOUNCEMENT, OR MILESTONE]. As an AI language model, generate a compelling press release that covers the following key elements Eye-catching headline: create a compelling headline...

NoLiMA, released in February 2025, is a Large Language Model (LLM) method for assessing long text comprehension. Unlike traditional Needle-in-a-Haystack (NIAH) tests that rely on keyword matching, it is most...

Federated Learning (FL) is an innovative machine learning approach first proposed by a Google research team in 2016 to address challenges in data privacy and distributed computing.

Transfer Learning (Transfer Learning) is an important branch in the field of machine learning, the core idea is to apply the knowledge learned from one task or domain to another related but different task or domain.

Professional Scenario Copywriting Prompt Words [insert webinar title] is an upcoming webinar focusing on [brief description of the webinar topic] and targeting the [insert target audience]. As an AI language model, generate an engaging webinar...

1. "Develop a persuasive and engaging landing page copy for {products/services} that focuses on these {unique selling points} and {target audiences}." 2. "Design a guide for creating high-converting landing pages that covers these key {elements}, {best practices} and {optimization tips...

Professional Scene Copy Prompts for [insert product or service name] is a [brief description of a product or service] designed for [insert target audience]. As an AI language model, please generate engaging social media ad copy that covers the following key elements: 1. Engaging...

"I need a Netflix marketing campaign program that showcases my [product/service] through [Netflix types] that align with our brand values, attracts [ideal customer profile] and convinces them to take [desired action]." "I need a Netflix marketing campaign program to post [special...

1. "Develop a comprehensive product design process guide for {product types} that considers the following {key stages} and {dos and don'ts}." 2... "Design a series of innovative {product type} concepts focusing on these {unique features}, {user needs}, and {market trends}." 3....