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RAG & Agent System Design / 51
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Your RAG keeps retrieving near-duplicate chunks, wasting the context window. How do you diversify results?

Top-k by pure similarity often hands the model five paraphrases of the same paragraph, starving it of the other facts the question needs. The fix is ranking for relevance and novelty at once. Here is how.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Top-k by pure similarity often hands the model five paraphrases of the same paragraph, starving it of the other facts the question needs. The fix is ranking for relevance and novelty at once. Here is how.

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