SMRTR AIJan 12, 2026Daily.dev

When Does Adding Fancy RAG Features Work?

SMRTR summary

Testing fancy RAG features like query optimization and neighbor expansion against a basic pipeline revealed that complex additions only prove worthwhile for difficult, multi-faceted questions rather than simple corpus queries. While the enhanced system costs 41% more and adds 49% latency, it prevents fabrication when naive systems lack context, though it tends toward over-synthesis instead.

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