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Create unique and engaging PR with ChatGPT, a pre-trained language model by OpenAI for generating high-quality and accurate content.
How to Visualize Code Dependencies with Call Graphs in [Language]
Visualize the call graph or dependencies of the following [language] code: [code snippet].
Workaround for Critical Issue: [Issue Description]
Propose a workaround or temporary fix for the following critical issue while a permanent solution is being developed: [issue description].
Impact of Issue Description on Project Timeline and Required Effort Estimate
Estimate the effort required to resolve the following issue and its impact on the project timeline: [issue description].
Identifying and Preventing Recurrence of Issues: Tips and Techniques for Root Cause Analysis
Identify the root cause of the given issue and propose steps to prevent its recurrence: [issue description].
Generating Potential Solutions for Reported Issues: Tips & Techniques
Suggest potential solutions for the following reported issue: [issue description].
Automatically Categorizing and Prioritizing Reported Issues: Efficient Management of Resources
Automatically categorize and prioritize the following list of reported issues: [issue list].
Effective Team Structure and Roles for a Project
Suggest a team structure and roles for a project with the following scope and requirements: [project description].
Choosing a Development Methodology for Your Next Project
Propose a development methodology (e.g., Agile, Scrum, Waterfall) for a project with the following characteristics: [project description].
Estimating Project Timeline and Milestones for Given Requirements: Tips and Techniques
Estimate the timeline and milestones for a project with the following requirements: [requirements description].
Estimating Development Efforts and Resources for Project Requirements
Estimate the development effort and resources needed to implement the following project requirements: [requirements description].
How to Choose a Suitable Programming Language for a Project: Tips and Recommendations
Based on the given project requirements, recommend a suitable [programming language, framework, or technology]: [requirements description].
Prioritization Strategy for Project Requirements: How to Optimize Your To-Do List
Suggest a prioritization strategy for the following list of project requirements: [requirements list].
Identifying Potential Risks and Challenges in Implementing Project Requirements
Identify potential risks or challenges in implementing the given project requirements: [requirements description].
Generating High-Level Architecture for Project Requirements
Interpret the following project requirements and suggest a high-level architecture or design: [requirements description].
Troubleshooting Guide for [Programming Language/Library/Framework]: Common Issues and Solutions
Create a troubleshooting guide for common issues and their solutions when working with [programming language, library, or framework].
How to Write Clear and Concise Explanations of Algorithms in Programming
Write a clear and concise explanation of the [algorithm or concept] in [programming language or technology].
How to Write a README File for Your Programming Project: Overview, Installation and Usage
Draft a README file for a [programming language or technology] project that includes an overview, installation instructions, and usage examples.
Step-by-Step Guide for Setting up and Configuring [Tool or Software] for [Specific Use Case or Environment]
Create a step-by-step guide on setting up and configuring [tool or software] for [specific use case or environment].
How to Implement A Specific Feature Using A Programming Language: Tutorial
Write a tutorial on how to implement [specific feature or functionality] using [programming language or technology].
Identify Areas of Improvement in Your Coding Skills via Code Analysis
Identify areas of improvement in my coding skills based on the following [language] code: [code snippet].
What is “prompt engineering”?
A “prompt” is the input that guides a generative AI model to generate useful outputs. Generative AI tools like ChatGPT, GPT, DALL·E 2, Stable Diffusion, Midjourney, etc. all require prompting as their input.

In a natural language processing (NLP) context, “prompt engineering” is the process of discovering inputs that yield desirable or useful results. As is the story with any processes, better inputs yield better outputs; or commonly said another way “garbage in, garbage out.”


Become a prompt researcher instead of engineer
- If you’re already a subject matter expert in something, consider figuring out how to apply your personal skills to generating the best prompts in your field
- For example, if you’re an expert in SEO, what questions do you ask yourself when creating SEO strategies? How can you translate this knowledge into better prompts to generate the same level of output with AI?
Become a prompt researcher instead of engineer
- The term prompt engineer glosses over the idea that prompt formulation takes hypothesizing, research, result measurement, and repetition. Instead, approach prompting like a research project.
- Try as many different variations and formulations of your prompt as possible. One problem can have hundreds of solutions and one solution can have hundreds of approaches. The same can be said of prompting.