---
title: "Forging a Personal Chatbot with OpenAI API, Chroma DB, HuggingFace Spaces, and Gradio 🔥"
url: https://daily.dev/posts/forging-a-personal-chatbot-with-openai-api-chroma-db-huggingface-spaces-and-gradio--v1lpw8alu
source_url: https://mlops.community/forging-a-personal-chatbot-with-openai-api-chroma-db-huggingface-spaces-and-gradio-%f0%9f%94%a5/
type: article
source: "MLOps Community"
published: 2023-11-06T13:03:59.859Z
updated: 2026-04-10T02:12:35.557Z
tags: ["ai", "genai", "gradio", "mlops", "openai"]
reading_time: 8
upvotes: 1
comments: 0
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
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# Forging a Personal Chatbot with OpenAI API, Chroma DB, HuggingFace Spaces, and Gradio 🔥

**[MLOps Community](https://daily.dev/sources/mlopscommunity)** · 8 min read · 1 upvotes · 0 comments

## Summary

Learn about the development of a personal chatbot using OpenAI API, Chroma DB, HuggingFace Spaces, and Gradio. The chatbot is designed to answer questions related to the author's LinkedIn profile. The article discusses the tools and steps involved in creating the chatbot, from converting unstructured documents to integrating it into a website. The author shares their experience and the merits of learning through practical experience. The article also discusses the decision not to use LangChain for the project.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://mlops.community/forging-a-personal-chatbot-with-openai-api-chroma-db-huggingface-spaces-and-gradio-%f0%9f%94%a5/>

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---

Tags: [#ai](https://daily.dev/tags/ai), [#genai](https://daily.dev/tags/genai), [#gradio](https://daily.dev/tags/gradio), [#mlops](https://daily.dev/tags/mlops), [#openai](https://daily.dev/tags/openai)

[View this post on daily.dev](https://daily.dev/posts/forging-a-personal-chatbot-with-openai-api-chroma-db-huggingface-spaces-and-gradio--v1lpw8alu)
