Inkhaven Residency sparked the author's reflection on paper quality. He notes that spotting logical fallacies in AI research is more common than critics admit. The piece argues that the real challenge is measuring how bad a paper is and deciding next steps. Practitioners should adopt systematic review protocols to flag and address weak work early.