Prompt Expander

A Prompt Expander OpenAI-Based.

Introduction

This repository concerns a Prompt Expander: a Proof of Concept Software that uses OpenAI API itself to improve the performance of a Task requested in input for a hypothetical Agent.

In my view an initial expansion of the prompt should be the first task an Agent should perform. Optimizing the initial prompt (with something Grammarly-like) could also help generate a better response.

In addition to this, an Agent should extract as much information as possible from the input task such as: geographical locations, ISO 639-1 language codes, URLs, etc. for possible later use.

---

IMPORTANT: using Markdown as the format in which to request responses to prompts opens up the possibility of using common regexes to manage the output from GPT 3.5/4 by taking advantage of the predictability of the output.

---

The features will:

• Expansion of a task into a number of intermediate steps necessary to carry out the task (implemented)
• Language correction (grammar, etc.) of the prompt (implemented)
• Understand if the task includes a geographical locations and extract it (implemented)
• Understand the language of task and reply with ISO 639-1 language code (implemented)
• Understand if the task includes a URL and extract it (implemented)
• Understand whether a Google search is necessary to carry out a step and, if the answer is positive, carry it out (partially implemented)
• Understand whether scraping from a web page is necessary to carry out a step (partially implemented)
• Saving detailed logs to disk (in Markdown format), necessary later to reconstruct the inputs/prompts/outputs chain (to do)
• Use of Markdown as a standard for processing (both for predictability of OpenAI GPT 3.5/4 output and for simplicity of manage the format itself with common regexes)

If you want more insight you could read this post blog: https://ingegnerealbano.com/prompt-expansion-con-openai-potrebbe-essere-una-nuova-idea/

---

Dependencies

• pip install --upgrade pip
• pip install --upgrade openai
• pip install --upgrade googlesearch-python
• pip install --upgrade beautifulsoup4
• pip install --upgrade html5lib
• pip install --upgrade html2text
• pip install --upgrade python-dotenv

But requirements.txt is provided.

---

To Run Just

1. clone the repository: git clone ...
2. create and activate a venv
3. install dependencies or use requirements.txt
4. put a .env file with your OpenAI API Key into the project root
5. python3 main.py
6. enjoy? ;)

---

Please note that no milestones are provided and no guarantees that this software will be completed.

---

Please note that, currently, this software has to be slowed down because it requires more than 10,000 tokens per minute...