The METR graph tracks AI progress using a specific time horizon metric. This analysis argues that the linear trend reflects data accumulation rather than temporal capabilities. The author seeks a deeper mechanistic theory to replace current superficial observations. Practitioners should view these predictive trends with caution until a concrete underlying mechanism is proven.