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Document Q&A from Scratch: RAG Without Frameworks
Last Updated: December 10, 2025
Ashish Pratap Singh
4 min read
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Document Q&A from Scratch: RAG Without Frameworks...
What We're Building
Step 1: Loading Documents
Step 2: Chunking the Text
Step 3: Creating Embeddings
Step 4: Vector Storage
Step 5: The Retrieval Function
Step 6: Generating Answers
Putting It All Together
Improving Retrieval Quality
Scaling Beyond In-Memory
The Complete Code
Key Takeaways
Further Reading
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