A new two-layer certification framework separates knowledge quality from human contribution levels. This system addresses the gap in peer-review standards as arXiv and other journals face more automated pipelines. It allows publishers to validate AI-produced findings without relying on traditional authorship assumptions. Researchers can now standardize how they credit machine-generated output.