NOTE: This is my personal repo for testing prompt recursion in LLM. You can use this as a reference to implement prompt recursion in your own LLM fork.

The main focus is to refine the process of prompt engineering by using meta-prompts, which are prompts that instruct an LLM to generate other prompts. This recursive approach aims to streamline the creation of effective prompts for various tasks.

The prompts directory contains the JSON files that define the tasks, The llm_prompt_recurse.py script is used to generate meta-prompts based on the JSON task definitions.

NOTE: This project is a personal endeavor and serves as a practical reference for anyone interested in implementing prompt recursion in their own projects with LLMs. Its based off of langsmith-cookbook/assisted-prompt-engineering but has now diverted significantly.

1. Clone the repository:

git clone <repo-url>
cd llm-prompt-recurse

2. Install the required packages:

poetry install

1. Define the tasks in the prompts directory. Each task is defined in a separate JSON file at tasks/<task-name>.json. See prompts/examples.json for examples.

2. Run the script:

poetry run python llm_prompt_recurse.py <task-name>

This generates a meta-prompt for the specified task based on the JSON definition.