A single upward-trending chart dominates current AI discourse. This visual trend suggests consistent scaling gains across large language models. While the data looks impressive, it lacks the nuance needed for technical deployment. Practitioners should ignore the hype and focus on specific benchmark regressions instead of general growth curves.