There has been a significant focus on prompt engineering in recent times, with the aim of achieving the perfect result from a single prompt. While it is important to optimize each prompt individually, I have found that using a sequence of prompts generates the best and most reliable results. By chaining prompts together, we can achieve complex reasoning and overcome memory limitations.
I have developed a library of prompt sequences, or prompt chains, that assist me in various tasks, from cooking to creating videos. These prompt chains are available to my Patreon supporters.
However, manually feeding each prompt of these sequences into GPT or Claude has been time-consuming. I have been searching for a way to automate this process, and I am excited to share my recent progress.
I have developed a script that runs a sequence of prompts in Google Colab, making use of the OpenAI API. Google Colab provides an environment to run Python code on Google’s Cloud, eliminating the need to set up Python on your local machine.
To run GPT-4 prompts in Google Colab, you need to install the necessary packages and provide your API key. I have included the code for this setup in the script.
The script allows you to define a chain of prompts, each serving a specific purpose. For example, the first prompt may ask for a list of ideas, the second prompt may ask to rank those ideas, and the third prompt may ask for details about the top-ranked idea.
By breaking down the prompts into a sequence, we enable the AI model to reason more effectively. The script utilizes the advanced capabilities of GPT-4, which provides improved reasoning and context retention.
I have provided an example prompt sequence in the script, but you can customize it to suit your needs. The script automatically runs through each prompt in the sequence and generates the desired output.
I am continuously working on enhancing this script. One of my goals is to enable the script to read prompts from a file, allowing for easy customization and scalability. Additionally, I am exploring the integration of multiple AI systems, such as Claude and Perplexity, to leverage their specific strengths.
I believe that this automated prompt sequence approach, combined with advancements in prompt engineering, will revolutionize the capabilities of AI technology. It opens up new possibilities and simplifies the process of interacting with AI models.
If you are interested in using this script and accessing other resources, I invite you to join my Patreon community. I offer cheat sheets, coaching options, and more to support your AI journey.
Thank you for watching, liking, subscribing, and commenting. Your support means a lot to me. Stay tuned for more exciting updates and let’s make our AI dreams come true!
