RAG in 3 Lines of Python
Got tired of wiring up vector stores, embedding models, and chunking logic every time I needed RAG.
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Chonkie
github.comA Fast, Lightweight Text Chunking Library for RAG
RAG-chunk
github.comA CLI to test RAG chunking strategies
Vectorless RAG
colab.research.google.comTL;DR: Vector-based RAG performs poorly for many real-world applications like codebase chats, and you should consider 'language maps'.
Stop using static chunk sizes. A lightweight, production-ready RAG ingestion toolkit. Uses Docling for layout-aware parsing and applies smart heuristics for optimal chunking (PDF vs Code vs MD). Extracted from a production RAG platform