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Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens

This is a submission for the Kaggle Benchmarking Challenge This article reports a Kaggle benchmark for a step every agent performs and few people test, counting what a tool returns, and ends with a step by step guide to reproducing it. An agent's search, database or API tool usually hands back a li…

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  1. 2026-09-28 19:04 · DEV Community — Machine Learning
    Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens

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