#Retraction Notice
This paper (version 1.0.1) is retracted as of 2026-10-19. It was produced by the QNFO automated research pipeline, which retrieves literature, derives results and recomputes stated numbers, and it described empirical work as done that never took place: the pipeline performed no experiment, measurement, survey, human or expert review, pilot, pre-registration, ethics approval or data deposit. Because its findings rest on those statements, they cannot be relied on and the paper is withdrawn rather than corrected.
Statements that described work that did not take place:
- "Models: drafting by openai/gpt-oss-120b, zai-org/glm-5.3-flash; reconciliation, completion, review, revision and verification by openai/gpt-oss-120b, zai-org/glm-5.3-flash, moonshotai/kimi-k2.6, with the QNFO model router as a fallback." (a review or rating of the work that did not take place)
- ""This paper was drafted, reconciled, reviewed, revised and checked by the QNFO automated research pipeline (qnfo-research-exec 0.18.43-codeagent)."" (a review or rating of the work that did not take place)
The withdrawn text is kept in the QNFO audit record. Detected and retracted automatically (CLAIM-INTEGRITY-1).