dailyai.report

A new two-layer certification framework separates knowledge quality from human contribution to handle automated research pipelines. The arXiv paper proposes this system to maintain peer-review standards without requiring new institutions. It uses normative-conceptual analysis to validate submissions. This provides a transparent path for researchers using automated pipelines to publish without obscuring AI involvement.