Prompt Engineering: The Future of Non-Programming Languages

In the world of programming, there is a new kid on the block that’s making waves. Prompt Engineering is a new language that’s catching on like wildfire, and for good reason. This new language has the potential to revolutionize the way we think about programming, designing, art creation, video creation, writing and more. Here’s why Prompt Engineering is the most important new programming language that’s not a programming language.

What is Prompt Engineering?

Prompt Engineering is a system that enables anyone to rapidly develop complex content deliverables (like programming code, designing a new game world, writing an essay or blog, creating a new logo, designing a picture book, or generating an Instagram post) by automating key tasks. Prompts are simply the inputs used by various generative AI services.  The purpose of prompt engineering is to design prompts that will elicit the desired response from a Large Language Model (LLM).

 Prompt Engineering is a declarative programming language that allows developers to program with prompts instead of code. That means no more hours spent wrangling syntax or debugging code—all you need is a prompt and you’re good to go! The language itself is not a traditional programming language like C++ or Java.

But just like in most processes, the quality of the inputs determines the quality of the outputs. As a result, becoming proficient at Prompt Engineering can reduce the time and cost associated with content creation of many forms in the future.

How do you improve Prompts for Generative AI models?

If you enjoyed playing Pictionary or Taboo as a kid, you’ll love prompt engineering. In many ways, it feels like a game in which you need to give the right clues for the AI service to produce high quality output – be it the right answers, a more beautiful picture or code that works.

In charades, the actor provides just enough information for their partner to figure out the word or phrase using their intellect. In the same way, in prompt engineering, the goal is to provide the language model with just enough information to figure out the patterns and accomplish the given task. To write good GPT-3 prompts, for example, it is necessary to understand what the model “knows” about the world, and then to apply that understanding to the design of the prompt.

Why is Prompt Engineering So Important?

Prompt Engineering is so important because it represents a fundamental shift in how we think about developing software. Until now, most programming languages have been designed to be used by humans to write code that is then executed by computers. However, Prompt Engineering takes a different approach: it is designed to be used by computers to write code that is executed by other computers. This focus on human-centered design is what sets Prompt Engineering apart from other languages.

Prompt engineering allows you to train language models without having to write code. This means that you can focus on other tasks, like data collection and preprocessing, and leave the training of the language model to someone else.

In addition, prompt engineering is also important because it allows you to experiment with diverse types of data and different ways of presenting that data to the language model. This means that you can test diverse types of models and find the one that works best for your data and your task.

This paradigm shift represents a breakthrough in the way we develop software, and it will radically change the UX and human interaction models of apps and services in the future.  In an industry where time is money, anything that can help developers be more productive is worth its weight in gold. And Prompt Engineering isn’t just a productivity booster; it has the potential to revolutionize the software industry.


As more and more apps and productivity tools start to integrate generative AI into their services, Prompt Engineering will become a differentiator for those who are ready for the next wave of tech revolution. It is an exciting new development that has the potential to revolutionize the software industry. While Prompt Engineering may not be a traditional programming language, it is an important new tool that can be used to generate high quality outputs from various AI services. If you are looking for a way to improve your productivity or create better content, consider using Prompt Engineering to get the job done. 

Originally published on LinkedIN:

Note: the above blog and images were all generated by GPT-3 and Dall-E, thanks to some great Prompt Engineering.

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