1 Billion Coders – Prompting Is The New Programming

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πŸ§‘β€πŸ’» Prompting and GPT-4
πŸ’‘ Main argument: Prompting is programming for the masses

The recent release of GPT-4 has taken the tech world by storm, providing powerful AI-driven solutions that transform how we work and interact with technology.

πŸ’‘ Recommended: GPT-4 is Out! A New Language Model on Steroids

One such groundbreaking innovation is “Prompting”, a term that refers to AI-assisted code completion and generation. As more people become familiar with this concept, it’s becoming increasingly evident that Prompting is not just a novel feature, but a game-changing revolution in programming.

In this article, we will explore the idea that Prompting is, in fact, programming for the masses.

By examining the evolution of programming technologies over the years and the impact of Prompting on the programming landscape, we will demonstrate how this new paradigm democratizes programming and opens up new opportunities for people from all walks of life.

So, without further ado, let’s dive into the world of Prompting and discover how it reshapes the future of programming.

Evolution of Programming Technologies

🧬 Evolution of programming technologies, from punch cards to AI-assisted prompting
πŸš€ Each abstraction layer 10x’d the number of programmers and broadened the spectrum of activities considered programming

To fully understand the significance of Prompting and its role as programming for the masses, it’s essential to take a step back and examine the evolution of programming technologies over the years.

I’ll give you a completely personal view on the history of programming language evolution going from manipulating “0”s and “1”s towards natural language programming:

  • [1940s-1950s] Punch Cards
  • [1950s-1970s] Assembly Languages
  • [1970s-1990s] Low-level C
  • [1980s-2000s] Higher-level C++, Java
  • [1990s-2020s] Intuitive Python
  • [2000s-2020s] Smart IDEs + Code Generation
  • [2010s-2020s] Machine Learning Frameworks
  • [2020s+] Prompting and AI-driven Code Assistance

Since the early days of computing, several key milestones have been in developing programming languages and tools.

Each new abstraction layer has made programming more accessible, enabling more people to participate in the field and broadening the range of activities that can be considered programming.

Here’s my rough estimate of the number of programmers in each “age”:

SkillApproximate Number of People
Punch Cards10,000
C Programming1,000,000
C++ or Java10,000,000
Automatically Generate Code200,000,000
Prompting (GPT-based coding)2,000,000,000

The journey began in the 1940s and 1960s with punch cards, which allowed programmers to encode instructions for early computers. Assembler languages soon followed, providing mnemonic codes that represented machine instructions, making programming more human-readable.

The 1970s and 1980s saw the introduction of low-level C, which allowed for greater abstraction and more flexibility in programming. Higher-level languages like C++ and Java emerged in the 1980s and 2000s, further simplifying the programming process and opening up new possibilities for software development.

With its intuitive and beginner-friendly syntax, Python came into the picture in the 2000s and 2010s, making programming even more accessible to a wider audience.

The introduction of smart IDEs and code generation tools in the 2010s and 2020s further streamlined the programming process, allowing developers to work more efficiently and effectively.

With the advent of Prompting in the 2020s, we’re witnessing the next major leap in the evolution of programming technologies. By leveraging AI-driven code completion and generation, Prompting is breaking down barriers and enabling even non-programmers to participate in creating and customizing software applications.

This new layer of abstraction is set to change the programming landscape profoundly, expanding the reach of programming like never before.

The total addressable market (TAM) of programming is not in the millions, tens of millions, or even hundreds of millions. Prompting has paved the road for the billions!

Comparing Prompting to Googling

πŸ” Prompting vs Googling as essential skills in the tech world
🀯 Prompting goes beyond just being a skill to learn, but a paradigm shift in programming

As Prompting gains traction, many in the tech industry are drawing parallels between it and Googling, the now-ubiquitous skill of searching for information online.

Indeed, both skills have become increasingly important in our digital age, and learning to use them effectively can greatly enhance one’s ability to solve problems, access knowledge, and innovate. However, likening Prompting to Googling does not fully capture the transformative power of this new technology.

While Googling is an essential skill that enables users to find answers to questions and access a wealth of information at their fingertips, Prompting represents a more profound shift in the programming world.

Rather than merely being another skill to learn, Prompting is a paradigm shift that transforms how we approach programming. It effectively democratizes the process, allowing individuals with little or no programming experience to create, modify, and deploy software applications.

Everybody with an idea can now spin up an app easily and effectively. More importantly, everybody can create an app unique to their needs.

In essence, Prompting does for programming what Googling does for information retrieval. It simplifies and streamlines the process, making it more accessible and intuitive for a broader audience. This, in turn, fosters innovation and creativity, as more people can engage in programming and contribute their ideas to the world of technology.

By breaking down barriers and empowering individuals from all walks of life, Prompting is redefining the nature of programming and expanding its reach to encompass a greater range of activities and participants.

The Impact of Prompting on the Programming Landscape

πŸ›οΈ Democratization of programming and the expansion of the total addressable market (TAM) for programmers
πŸͺΆ Prompting lowers the barrier to entry for programming, allowing more people to participate and innovate

As Prompting continues to revolutionize the way we approach programming, its impact on the programming landscape is becoming increasingly evident.

One of the most significant changes brought about by Prompting is the democratization of programming, which has led to an expansion of the total addressable market (TAM) for programmers. With the introduction of this new layer of abstraction, a wider range of individuals can now participate in programming, regardless of their background or prior experience.

Prompting lowers the barrier to entry for programming by simplifying complex tasks and providing AI-driven code completion and generation.

For example, the following gives me a Python script to calculate the ROI of investing in broad index funds:

This enables even non-programmers to create software applications with relative ease, allowing them to bring their ideas to life without being limited by a lack of technical expertise. As a result, we can expect to see a surge of new innovations, as more people gain the ability to contribute their unique perspectives and skills to the world of technology.

But this is not all – instead of writing a Python program that does it, you can simply ask ChatGPT to do it!

πŸ§‘β€πŸ’» Prompt: Give me a table of investment results when investing $10,000 for 40 years at a 9% annual ROI!

So not only has traditional programming become easier and more accessible, it is often not needed because ChatGPT can do the actual work.

πŸš€ Recommended: ChatGPT at the Heart – Building a Movie Recommendation Python Web App in 2023

The rise of Prompting also has implications for education and workforce development. As programming becomes more accessible to the masses, the demand for coding education will likely increase, with more people seeking to learn programming skills to stay competitive in the job market.

This could lead to a shift in the way programming is taught, with a greater emphasis on using AI-driven tools like Prompting, alongside traditional programming languages and techniques.

Furthermore, the growing prevalence of Prompting may also change the way companies hire and develop talent. With programming becoming more accessible, companies may place less emphasis on formal coding education and experience, instead focusing on an individual’s ability to leverage AI-assisted tools like Prompting to solve problems and innovate.

This could lead to a more diverse and inclusive tech industry, as individuals from various backgrounds can contribute their talents and ideas.

The Future of Prompting and its Implications

πŸͺ΄ Future developments and improvements in Prompting technology
πŸ€‘ Potential impact on education, job markets, and the tech industry

As Prompting technology continues to evolve and improve, we can expect its impact on the programming landscape to become even more profound.

Future developments in AI-driven code completion and generation tools may lead to even greater levels of abstraction, further simplifying the programming process and enabling more people to engage with technology in new and exciting ways.

One potential growth area is integrating Prompting tools with other technologies, such as

  • augmented and virtual reality,
  • IoT devices,
  • spreadsheets,
  • games, and
  • voice assistants.

This could give rise to new forms of interaction and collaboration, enabling people to create and modify software applications in more intuitive and immersive ways.

πŸ’‘ With Microsoft’s ChatGPT Bing integration, we already see how massive billion-dollar industries such as search engines now have “ChatGPT at the heart”.

Another possibility is the development of more advanced and specialized Prompting tools tailored to specific industries or use cases.

This could lead to greater customization and personalization in software development, as individuals can leverage AI-driven tools to create bespoke applications that cater to their unique needs and preferences.

You can now start a massive business from your garage, leveraging infinite artificial intelligence to create insane value.

As Prompting becomes increasingly prevalent, it may also drive changes in how programming languages and frameworks are designed. Language creators may focus on developing more AI-friendly languages, allowing seamless integration with Prompting tools and enabling developers to work more efficiently and effectively.

Ultimately, the rise of Prompting holds the potential to reshape the entire tech industry, from education and workforce development to how we design and interact with technology. By democratizing programming and making it accessible to a wider audience, Prompting is ushering in a new era of innovation and creativity, empowering individuals from all walks of life to contribute their ideas and talents to the world of technology.

Getting Started with Prompting

πŸ§‘β€πŸ’» 7 Effective Prompting Tricks for ChatGPT
πŸ“ˆ Explore Prompting and leverage it to enhance their coding skills and productivity

As the programming world continues to evolve, individuals interested in technology must keep up with the latest advancements and learn how to harness the power of AI-driven tools like Prompting.

To help you get started, we’d like to introduce a comprehensive blog tutorial that can guide you through the process:

πŸ’‘ Recommended: 7 Effective Prompting Tricks for ChatGPT

For your convenience, I summarized the article using simple prompting:

By learning to leverage the power of AI-assisted code completion and generation, you’ll be well on your way to enhancing your coding skills and boosting your productivity.

I encourage you to explore the world of Prompting and experiment with how it can help you create, modify, and deploy software applications. As you familiarize yourself with this cutting-edge technology, you’ll be well-equipped to stay ahead of the curve πŸ“ˆ and make your mark in the rapidly evolving programming landscape. πŸ§‘β€πŸ’»


As you’ve explored throughout this article, Prompting represents a fundamental paradigm shift in the programming landscape, ushering in a new era of programming for the masses.

By leveraging AI-driven code completion and generation tools, Prompting is democratizing programming, making it more accessible and intuitive for a wider range of individuals.

You’ve learned how the evolution of programming technologies has paved the way for this paradigm shift, with each new layer of abstraction increasing the number of programmers and broadening the scope of what can be considered programming. The rise of Prompting is set to further expand the reach of programming, empowering more people to engage with technology and contribute their unique ideas and talents.

As you embark on your journey into the world of Prompting, remember that this technology holds the potential to reshape not only the way you work but also the entire tech industry. By embracing the change and learning to harness the power of AI-driven tools like Prompting, you’ll be well-positioned to thrive in this new era of programming for the masses.

Action! So, go forth, explore the potential of Prompting, and become part of the next revolution in programming. The future is bright, and the possibilities are endless! πŸ§‘β€πŸš€

Definitely download the prompting cheat sheet I created here:

πŸ’‘ Recommended: Free ChatGPT Prompting Cheat Sheet (PDF)