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Tones and output

Why the same text gives different results

Rewriting is not deterministic, so running the same passage twice produces different output. That is expected.

Running the same text twice will not return the same result. The rewriter samples from a range of possibilities rather than applying fixed rules, so two runs of one paragraph produce two legitimate versions.

This is worth knowing before you conclude that something changed. If a second run reads worse than the first, that is variance rather than a regression, and running again will usually produce something closer to what you wanted.

It also means you can use re-running deliberately. If one sentence in an otherwise good result reads awkwardly, running that sentence alone often fixes it for a handful of words rather than reprocessing the whole document.

Detection results are more stable but not perfectly so, because a sentence near a boundary can land either side of it on different runs. A sentence that flips between mixed and AI is telling you it is borderline, which is information in itself.

Longer inputs tend to produce more consistent output than short ones. A single sentence has little context to work from, so the range of plausible rewrites is wider.

None of this variance is enough to change a detection outcome reliably in one direction. If it were, that would be a bypass claim, and we do not make one.

If you need a specific result to stay stable — a passage you have already approved — copy it out rather than re-running it. There is no locking mechanism, and the safest way to keep a version you like is to save it yourself before running anything else.

See also

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