Context Window Optimization for Grounded LLM Responses
Cleaning data before inference matters more than expanding context window size.
Daniel Ellison
Section
5 stories in RAG Infrastructure.
Cleaning data before inference matters more than expanding context window size.
Web chunking strategies must vary by source structure, not rely on universal token counts.
Rigorous evaluation requires decomposing claims and connecting metrics to deployment gates.
Balancing document freshness and semantic relevance determines retrieval accuracy.
Routing queries to the right source matters more than choosing between them.