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https://github.com/rishi-raj-jain/custom-rag-chatbot-upstash-vector

Build your own RAG chatbot with Upstash
https://github.com/rishi-raj-jain/custom-rag-chatbot-upstash-vector

edge nextjs rag streaming tailwindcss ui upstash vector

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Build your own RAG chatbot with Upstash

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![](https://upstash.com/blog/rag-chatbot-upstash/opengraph-image)

# Build your own RAG chatbot with Upstash


Introduction ·
Tech Stack + Features ·
Author

## Tech Stack + Features

### Frameworks

- [Next.js](https://nextjs.org) – The React Framework for the Web. We’re using the populate ui.shadcn.com for rapid prototyping.

### Database

- [Upstash](https://upstash.com) - Serverless database platform. We're using both Upstash Vector and Upstash Redis for storing vectors and conversations respectively.

- [Hugging Face](https://huggingface.co) - The platform where the machine learning community collaborates on models, datasets, and applications. We’re using Hugging Face Inference API for creating embeddings.

- [Replicate](https://replicate.com) - Run and fine-tune open-source models. We're using LLAMA-2-70B Chat model.

- [LangChain](https://js.langchain.com) - Framework for developing applications powered by language models.

### UI

- [TailwindCSS](https://tailwindcss.com) – CSS framework for building custom designs.

### Platform

- [Vercel](https://vercel.com) – A cloud platform for deploying and scaling web applications.

### Code Quality

- [Prettier](https://prettier.io/) – Opinionated code formatter for consistent code style

## Author

- Rishi Raj Jain ([@rishi_raj_jain_](https://twitter.com/rishi_raj_jain_))