File Embedding (RAG)

Embedding Local Files

Learn how to load documents from your local filesystem, chunk and embed them, and build a RAG-powered agent that can answer questions from your own files.

Local File Embedding

Run this tutorial interactively in Google Colab.

Open in Colab →

Embedding Remote Files

Learn how to fetch documents from remote URLs, embed them into a vector store, and give your agent grounded, retrieval-augmented answers from any web-accessible source.

Remote File Embedding

Run this tutorial interactively in Google Colab.

Open in Colab →