In a recent blog post titled “We Need a Science of Evals” the AI alignment-focused research organisation Apollo Research advocates for the establishment of a "Science of Evals". While we applaud the initiative, and precisely because we stand behind the overall message, we have some comments to add on culture, history, and reinventing the wheel.