Prerequisites

Avatar of Hemanta SundarayHemanta Sundaray

The app you’ll clone is a TanStack Start application deployed as a Cloudflare Worker using Alchemy. It’s built with:

  • Cloudflare D1 (database)
  • Cloudflare R2 (object storage)
  • Cloudflare Queues (sending and receiving messages)
  • Cloudflare Vectorize (vector database)
  • Effect Atom (state management)
  • Effect HTTP API (backend API)
  • Effect OpenAI (@effect/ai-openai) (talking to OpenAI)
  • LangChain (splitting text into chunks)

You’ll need two things to run the app:

  1. A free Cloudflare account (https://dash.cloudflare.com/sign-up).
  2. An OpenAI API key (https://platform.openai.com/api-keys). The app uses OpenAI’s embedding model to convert text into vectors and a text generation model to generate answers. This is the only part that costs money, but it’s minimal. Embedding the sample PDF and asking 20-30 questions will cost a few cents.
Note

I expect you to be familiar with the above tech stack. In the chapters ahead, I show complete code blocks but explain only the parts related to RAG.

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