A faster first draft is only one part of a finished job. The comparison needs to include preparation, review, repairs, coordination and maintenance.
Open question · no dedicated Atlas answer yet
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Keep time, quality and the quantity of completed work separate. A gain in one measure does not tell us what happened to the others, or which person absorbed the extra work.
A possible investigation · not scheduled or tested
These articles explain parts of the problem. They do not amount to a dedicated answer to this question.
The adoption and outcome measures explain why different populations and tasks cannot become one AI productivity number.
Evidence through 23 October 2026. Adoption measures have different populations; the future paths are conditional scenarios, not forecasts.
The workflow has a recorded handoff, but no measured net time saving. Completion and efficiency remain separate claims.
One supervised workflow, continued in a fresh session after a planned change of assignment. No measured reliability or time advantage.
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Atlas now gives every current article a question home and opens seven further questions with a scope and related reading. Open means no dedicated Atlas answer yet. No new research finding or test is claimed, and existing article-based follows keep their scope.
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