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Towards Data Science
Saturday, June 13, 2026
Emmimal P Alexander

Larger Context Windows Don’t Fix RAG — So I Built a System That Does

Larger Context Windows Don’t Fix RAG — So I Built a System That Does
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Summary

Increasing context size in RAG systems doesn’t improve accuracy for aggregation tasks—it makes errors harder to detect.

In this article, I benchmark retrieval-based pipelines against a deterministic full-scan engine across 100,000 rows and show why computation queries must be routed away from RAG...

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This article was originally published by Towards Data Science. Read the full original article for complete details, images, and author commentary.

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