Stop Guessing Why Your RAG Fails: Mastering Small Context Window Limits
Standard RAG systems often fail on consumer hardware not because of poor retrieval, but because they lack a proper context budget. By implementing a hierarchical summary routing layer—using summaries for discovery and raw chunks for answering developers can ensure the most relevant evidence actually reaches the model, even within tight token constraints.
