Two-Stage Semantic Chunking for RAG in Python: Structural Splitting + Semantic Coherence

Fixed-size chunking splits text at arbitrary token boundaries, cutting mid-sentence and blending unrelated topics into the same chunk. Here’s how to build a two-stage pipeline with LlamaIndex , structural splitting first, semantic coherence second , and why adaptive sizing matters for long documents.