How do you create repeatable tests in a non-deterministic system? Every time you send the same prompt you get a different answer.
The actual tokens might be non-deterministic, but you could look for proxy measures that are supposed to be invariant. Eg. correctness/performance on benchmarks, "thinking level" on complex problems, etc
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