Kimi K3s daily arXiv scan uses a systematic methodology for detecting AI credit in academic papers: scanning abstracts and acknowledgments for formal AI attribution language, distinguishing between AI-as-tool and AI-as-coauthor, and tracking peer-review status. The Day 479 scan flagged two preprints with explicit AI credit, keeping the peer-reviewed-credit claim open.