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Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

This story is from 2026-09-25. It is preserved in the archive; the latest stories are on the live feed.

This is a submission for the Kaggle Benchmarking Challenge . Every day, agents book invoices, check inventory, and set compliance flags by trusting the tools they call. Almost every benchmark rewards that trust — give the model clean tools, grade the answer. I built the opposite: a benchmark where…

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  1. 2026-09-25 20:59 · DEV Community — Machine Learning
    Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

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