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Witcheer says a larger test found 40 power-of-ten errors across 800 AI tool calls, including 37 cases where a value given in milliseconds was copied unchanged into a field expecting seconds. The results add a practical consequence to the earlier timeout example: a unit mistake can become an action, not merely a wrong answer.

The practitioner says the test covered 40 tasks, each written four ways, across five models, running on one RTX 5090. Qwen3.8-27B made two of the reported errors; gpt-oss-20b made 14.

Those are results from Witcheer’s test, not a broad reliability rating for every model or tool. Still, if an agent sets timeouts, spelling out the expected unit in seconds or minutes sounds like a modest bit of housekeeping with rather less modest potential value.

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