dailyai.report

A new two-layer certification framework separates knowledge quality from human contribution levels. This system allows academic journals to evaluate arXiv submissions produced by automated pipelines without relying on traditional authorship assumptions. It uses normative-conceptual analysis to standardize transparency. Researchers can now distinguish technical validity from the actual amount of human effort involved.