One specific chart depicting exponential growth now dominates AI discourse. It tracks compute and data scaling against model performance. While visually compelling, the trend lacks recent empirical validation for next-generation architectures. Practitioners should view these projections as speculative benchmarks rather than guaranteed laws of physics for future model development.