What are you using to iterate and test your prompts for LLMs?

Question

In 2023, I spent a lot of time between Notion, Google Docs, and Jupyter Notebooks editing paragraphs of texts and then running custom scripts to test the outputs of my iterations. I'm wondering if people who have LLMs deployed in production use any tools to iterate and evaluate their prompt templates.PS: I'm working on content (blog and video) outlining the tools people use in this workflow. If you are interested in contributing/getting mentioned, please shoot me a note.

muzani · Accepted Answer

I just copy and paste existing scripts and wire them into the command prompt. Something like this: https://github.com/smuzani/openai-samples/blob/main/node_exa...There's instructions on how to connect it to the command prompt in README but that's not the best way to do it.

shouche · Answer

OpenAI came up with its guidelines on prompting. I created a GPT assistant to help me improve the prompt based on that. https://chat.openai.com/g/g-haH111AXX-prompt-optimizerThe results are good, and improve the output quality significantly. Small manual QC and tweaks further improve the responses.

hoerzu · Answer

The prompt tool from: https://rungalileo.io

What are you using to iterate and test your prompts for LLMs?

I just copy and paste existing scripts and wire them into the command prompt. Something like this: https://github.com/smuzani/openai-samples/blob/main/node_exa...
There's instructions on how to connect it to the command prompt in README but that's not the best way to do it.

OpenAI came up with its guidelines on prompting. I created a GPT assistant to help me improve the prompt based on that. https://chat.openai.com/g/g-haH111AXX-prompt-optimizer
The results are good, and improve the output quality significantly. Small manual QC and tweaks further improve the responses.

The prompt tool from: https://rungalileo.io