AI Knowledge Base

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...

PROFESSIONAL SCENARIO COPYWRITING CUE WORDS Welcome to [insert platform name], the premier online destination for mastering [insert target language]. With our state-of-the-art language learning system, you can: - [insert key feature 1] - [insert key feature 2] - [insert key feature 3] ...

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...

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...

- 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...

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

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...

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....

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. "Describe best practices for ensuring the accuracy and completeness of penetration test reports in custom tools developed using {programming language or framework}, including techniques for vulnerability analysis, threat modeling, and risk assessment." 2. "Explain the integration of third-party penetration testing tools and plug-ins into {theme} custom...

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...

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...

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...

"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...

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...

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....

1. "Create an [adjective] [function] [tool/program] for [specific task] using [specific JavaScript library] and [specific technology]." Example filler words: efficient, data parsing, Chart.js, WebSockets. 2. "Discuss...

Polyglot superpowers Original System: You are a highly skilled translator with expertise in many languag...

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...

General Introduction Awesome-LLM-Strawberry is an open source repository focused on Large Language Models (LLM) and their reasoning techniques. The project was created by hijkzzz to collect and organize the information related to OpenAI and its Strawber...

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...

Sentence Window-Based Retrieval RAG Approach Introduction The Sentence Window-Based Retrieval RAG (Retrieval-Augmented Generation) approach is a high-level implementation of the RAG framework designed to enhance the context in which AI generates replies...

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...

"I'm looking for a cold email creative that captures the attention of my [ideal customer persona] and convinces them to take [desired action] through a unique and compelling subject line." "I'm looking for a cold email creative that will connect with my [product/service] by showcasing the success stories of previous customers who have used my...

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...

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 need a Facebook ad copy that showcases my [ideal customer profile]'s unique personal experience using my [product/service] and convinces them to share positive reviews with their fans." "I need a Facebook ad copy that shows user-generated content by...

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 ...

1. "Create a technical specification for [insert product or system] that contains [insert specific features or requirements] and must be compatible with [insert related system or device]." 2. "Discuss the use of a {programming language or framework} to develop a technical requirements and specifications chase related to {topic}...

- 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...

PROFESSIONAL SCENARIO COPYWRITER'S TIPS Introducing [insert system name], a cutting-edge home security solution that protects your family and property 24/7. Experience unparalleled protection with [insert system name]: 1. NOTE: With our advanced [insert features such as motion detection...

1. "Write an engaging introduction to the article that discusses the impact of 'task sequencing' in CPM on '[specific outcomes or effects]'. Explore its relevance in the '[specific industry]' by considering factors such as '[Factor 1]', '[Factor 2]', and '[Factor 3]'." 2. ...

PROFESSIONAL SCENARIO COPYWRITING TIP WORDS [INSERT PROPERTY TYPE] is now available for sale or rent in [INSERT LOCATION]. This stunning property boasts [insert key features such as bedrooms, bathrooms, square footage, etc.] and is perfect for [insert target audience such as families, couples or investors]. As an AI language...

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...

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. "Develop an effective team meeting agenda for {team name} in {company name} that focuses on these key {discussion points} and {goals}." 2. "Design a guide for conducting efficient and productive team meetings in {industry}, highlighting these important {tips} and {most...

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...

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...

Course Claude can format its output in a number of ways. All you need to do is ask it to do so! One way is to use XML tags to separate responses from other superfluous text. You've already learned that you can use XML tags to make prompts clearer and easier...

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 [INSERT ONLINE COURSE TITLE] is an online course that focuses on [BRIEF DESCRIPTION OF COURSE SUBJECT] and is geared toward [INSERT TARGET AUDIENCE]. As an AI language model, generate an engaging online course description that covers the following key elements: 1...

If you have read Jina's last classic article "Design and Implementation of DeepSearch/DeepResearch", then you may want to dig deeper into some details that can greatly improve the quality of answers. This time, we will focus on two details: extracting optimal text from long web pages...

Professional Scenario Copywriting Prompt Words [insert company or client name] is a [brief description of a company or client] that has achieved significant success or improvement through the use of [insert product or service name]. As an AI language model, please generate an engaging case study covering the following key...

This guide is intended to be a concise introduction for readers interested in researching AI UX design. This guide will cover the role of the AI engineer, the AI value chain and success stories of AI applications, and explore some of the basic principles of AI UX design. Original article: h...

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"...

**Objective:** Create an affiliate marketing strategy that leverages partnerships with other websites and influencers to drive traffic and revenue to my website. **Specific Questions:** 1. **Finding and Recruiting:** How can I find and recruit quality affiliates that align with my brand and target audience...

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...

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...

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...

1. "Discuss the key steps in laying the groundwork and developing a strategy for a new project in '{specific industry}', focusing on areas such as '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe the use of a structured process in '{industry specific}' to establish a framework for new projects and...

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...

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...

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.

Artificial Intelligence Safety (AI Safety) is the cutting-edge interdisciplinary field of ensuring that AI systems, especially those that are increasingly powerful and autonomous, act reliably and predictably throughout their lifecycle in accordance with human intent, without harmful consequences.

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...

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".

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...

Notes: https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/multi...

1. "Describe how 'risk management' in the waterfall development methodology affects '[specific outcomes or effects]', considering factors such as '[factor 1]', '[factor 2]', and '[factor 3]'. Provide recommendations for a project manager in a '[specific industry]'." 2. "For an article focusing on cascade...

1. "Elaborate on the importance of 'action item tracking' in the minutes of '{specific type of project}'. Discuss its impact on '{specific outcome or impact}', emphasizing the components '{component 1}', '{component 2}', and '{component 3}'." 2. "For...

1. "Develop a comprehensive onboarding guide for new hires at {company name} that focuses on the following key areas: {key areas}." 2. "Design a step-by-step onboarding checklist for managers to ensure that new hires are smoothly integrated into {company name}'s {team name}." 3. "Create a guide to...

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...

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...

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 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...

The Transformer architecture is a deep learning model designed for processing sequence-to-sequence tasks such as machine translation or text summarization. The core innovation is the complete reliance on self-attention mechanisms, eschewing traditional loops or convolutional structures. Allowing the model to process all elements of a sequence in parallel, large...

1. "Write a compelling cover letter for a {[job title]} position that highlights the applicant's strengths in these {[key skills]} and {[experience]}." 2. "Create a professional resume for {[job seeker]} seeking a position at {[job title]} that highlights their...

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...

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...

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.

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...

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. "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...

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...

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...

Introduction RAG-Fusion is an advanced information retrieval and text generation methodology built on Retrieval Augmented Generation (RAG). This project implements RAG-Fusion to provide more accurate, contextually relevant and comprehensive responses to user queries. htt...

1. "Write a personal statement that highlights your passion for '{specific field of study or career path}'. Explain what inspired this passion and how it has shaped your academic journey and career goals." 2. "Write a personal statement that focuses on a major challenge you overcame and...

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]'...

Introduction The Query Transformations User Manual demonstrates a variety of techniques for transforming and disambiguating user queries before they are executed in a Retrieval-Augmented Generation (RAG) query engine, intelligences, or other processes. These transformations can improve the quality and relevance of responses in AI applications. https://gith...

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...

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.

1. "Explain the process of developing an automated cybersecurity risk assessment and management custom tool using a {programming language or framework}, covering data extraction, data cleansing, and data visualization techniques." 2. "Provide a custom tool for creating cybersecurity collaboration and feedback using a {programming language or framework}...

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...

Multi-Task Learning (MTL) is not an isolated algorithm, but an intelligent machine learning paradigm.

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...

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

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...

1. "Explain the process of setting up and configuring Visual Studio Code for {programming language}, including recommended extensions and configuration tips for optimizing the development environment." 2. "Explain how to create and... in Visual Studio Code for {programming language}.

1. "Create a world where magic is considered a daily task. A novice named '[character name]' accidentally casts a forbidden spell. What are the consequences, and how can this character correct his mistake?" 2. "Write a story about '[character name]', a knight assigned to kill...

1. "Create a comprehensive career development plan for [job seekers] in [industry] that considers these [key components]." 2. "Design a step-by-step guide for creating an individual career development plan that focuses on these [essential components]." 3. "To pursue a position at [job title] in...

Designed for AI product teams and AI leaders, introduces how to evaluate LLM-based products. Provides an easy introduction to learning with no programming knowledge required. Course will begin on December 9, 2024. What you'll learn LLM evaluation of...

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. "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. "Write an introduction to an article that discusses the impact of 'DMAIC (Define, Measure, Analyze, Improve, Control)' in Six Sigma on [a specific outcome or effect]. Highlight its importance in [specific industry] by considering elements such as [Factor 1], [Factor 2], and [Factor 3]." 2. ...

1. "Write a compelling statement of need for a grant application that addresses '{specific problem}'. Articulate the magnitude of the problem and the impact of not addressing it on '{specific location/community/area}'." 2. "Write an executive for a grant application that seeks funding for '{specific project}'...

"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...

"Can you provide a list of 10 high search volume, low competition keywords related to [industry/segment] that we can target in our SEO strategy? How can we optimize our website content and meta tags to improve search result rankings?" "What are some effective strategies that can be used to build backlinks and...

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"...

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...