Text Splitters Explained: Why Chunking Strategy Matters

Posted on Thu 30 July 2026 in GenAI • Tagged with GenAI, LLM, LangChain, RAG, Text Splitters, Chunking, Python, AI Engineering

When you build a retrieval-augmented system, most of the tuning work happens before the LLM ever sees a document. How you split text determines what gets retrieved — and bad splits mean bad answers, even with a great model.

The problem with long documents

LLMs have a context window. You can't …


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