A new arXiv position paper argues that current generative AI lacks a concrete operational definition for reasoning. This ambiguity makes evaluating progress toward trustworthy autonomous systems nearly impossible. The authors advocate for returning to symbolic AI logic to ensure construct validity. Practitioners must adopt verifiable rules to quantify whether models actually reason or merely mimic patterns.