Fri, Aug 14 08:25 AM

Are You Benchmarking the Model—or the Harness?

Dev.to•Fri, Aug 14, 2026, 05:26 AM•2 min read

I nearly turned four software bugs into four model personalities This article was edited with AI assistance. The cases and data come from real batch runs in the Kai! AI Arena.

Source: [Dev.to](https://dev.to/haoxiang_li_a709204042e6b/are-you-benchmarking-the-model-or-the-harness-2bke)

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