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Benchmarking retrieval for agents on messy real-world company knowledge

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Hacker News | Oct 2, 2026 | emil_sorensen

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In this post we explain how it works, and score a few common retrieval implementations on it. Company Knowledge Bench results: score against time per queryFixed retrieval, agentic grep and Kapa: 7 retrievers on 1,000 eval cases. A query is what is sent to the retriever. The agent you hand the chunks to needs nothing else to answer the query.

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