---
title: "Peter Keyse (@theScribe) | Hashnode"
description: "I write the code that drives the apps. Read the latest articles by Peter Keyse on Hashnode."
url: "https://hashnode.com/@theScribe"
---

@theScribe

# Peter Keyse

@theScribe · Joined September 2023

I write the code that drives the apps

## Comments

[Very nicely written Krishna Chaitanya May I share a thought on using the messages array with OpenAI's gpt-4 and gpt-3.5-turbo APIs. I use messages to help maintain conversational flow by recycling the chat history and adding an NLP analysis. messages: \[ { role: "system", content: topic }, { role: "assistant", content: LastPrompt }, { role: "assistant", content: LastResponse }, { role: "user", content: Get("Keywords") }, { role: "user", content: Get("Entities") }, { role: "user", content: Get('Summary') }, { role: "user", content: Get('GPT\_Ideas') }, { role: "user", content: prompt }, \] Topic, LastPrompt, LastResponse, Keywords, Entities, Summary and new Ideas are ranges in the sheet and are used to prime the follow-up prompt. The NLP is generated by the Do\_NLP\_Analysis() executed prior to sending the prompt to the LLM. function Do\_NLP\_Analysis() { // generate an NLP analysis Keywords = Do\_Keywords() // uses fast-gpt-j Summary = Do\_Summary() // uses finetuned-gpt-neox-20b or Cohere Summarization Entities = Do\_Entities() // uses Google Cloud Natural Language Ideas = Do\_Ideas() // uses either gpt-4 or gpt-3.5-turbo return; } Get() is a simple library function that gets the value of a range in the sheet. It works for me.](https://hashnode.com/posts/unleash-the-power-of-gpt-4-api-google-sheets-a-step-by-step-guide-to-integration/641bd1de108a964a86a391f1/comment/6510097d3dd903406188bfce)

Comment · Article · Sep 24, 2023 · [Unleash the Power of GPT-4 API & Google Sheets: A Step-by-Step Guide to Integration](https://hashnode.com/posts/unleash-the-power-of-gpt-4-api-google-sheets-a-step-by-step-guide-to-integration/641bd1de108a964a86a391f1)