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Repository: langchain-ai/rag-from-scratch
Branch: main
Commit: 1fdb7d0e4f1d
Files: 6
Total size: 4.8 MB
Directory structure:
gitextract_3bavytn2/
├── README.md
├── rag_from_scratch_10_and_11.ipynb
├── rag_from_scratch_12_to_14.ipynb
├── rag_from_scratch_15_to_18.ipynb
├── rag_from_scratch_1_to_4.ipynb
└── rag_from_scratch_5_to_9.ipynb
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FILE CONTENTS
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FILE: README.md
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# RAG From Scratch
LLMs are trained on a large but fixed corpus of data, limiting their ability to reason about private or recent information. Fine-tuning is one way to mitigate this, but is often [not well-suited for factual recall](https://www.anyscale.com/blog/fine-tuning-is-for-form-not-facts) and [can be costly](https://www.glean.com/blog/how-to-build-an-ai-assistant-for-the-enterprise).
Retrieval augmented generation (RAG) has emerged as a popular and powerful mechanism to expand an LLM's knowledge base, using documents retrieved from an external data source to ground the LLM generation via in-context learning.
These notebooks accompany a [video playlist](https://youtube.com/playlist?list=PLfaIDFEXuae2LXbO1_PKyVJiQ23ZztA0x&feature=shared) that builds up an understanding of RAG from scratch, starting with the basics of indexing, retrieval, and generation.

[Video playlist](https://www.youtube.com/playlist?list=PLfaIDFEXuae2LXbO1_PKyVJiQ23ZztA0x)
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FILE: rag_from_scratch_10_and_11.ipynb
================================================
{
"cells": [
{
"attachments": {
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
gitextract_3bavytn2/ ├── README.md ├── rag_from_scratch_10_and_11.ipynb ├── rag_from_scratch_12_to_14.ipynb ├── rag_from_scratch_15_to_18.ipynb ├── rag_from_scratch_1_to_4.ipynb └── rag_from_scratch_5_to_9.ipynb
Condensed preview — 6 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (5,003K chars).
[
{
"path": "README.md",
"chars": 1089,
"preview": "# RAG From Scratch\n\nLLMs are trained on a large but fixed corpus of data, limiting their ability to reason about private"
},
{
"path": "rag_from_scratch_10_and_11.ipynb",
"chars": 1465494,
"preview": "{\n \"cells\": [\n {\n \"attachments\": {\n \"c02ab9b5-38f9-451a-b202-62b54ab9c87a.png\": {\n \"image/png\": \"iVBORw0KGgoAA"
},
{
"path": "rag_from_scratch_12_to_14.ipynb",
"chars": 843514,
"preview": "{\n \"cells\": [\n {\n \"attachments\": {\n \"79718808-a305-4a64-8881-086508277324.png\": {\n \"image/png\": \"iVBORw0KGgoAA"
},
{
"path": "rag_from_scratch_15_to_18.ipynb",
"chars": 681190,
"preview": "{\n \"cells\": [\n {\n \"attachments\": {\n \"c6ee3569-ca87-49b5-8f2c-21193230f8d4.png\": {\n \"image/png\": \"iVBORw0KGgoAA"
},
{
"path": "rag_from_scratch_1_to_4.ipynb",
"chars": 855710,
"preview": "{\n \"cells\": [\n {\n \"attachments\": {\n \"c566957c-a8ef-41a9-9b78-e089d35cf0b7.png\": {\n \"image/png\": \"iVBORw0KGgoAA"
},
{
"path": "rag_from_scratch_5_to_9.ipynb",
"chars": 1143797,
"preview": "{\n \"cells\": [\n {\n \"attachments\": {\n \"d9d5305c-e5bb-4934-b91d-5988c87fd767.png\": {\n \"image/png\": \"iVBORw0KGgoAA"
}
]
About this extraction
This page contains the full source code of the langchain-ai/rag-from-scratch GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 6 files (4.8 MB), approximately 1.2M tokens. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.