Scientific software has a bad habit of accelerating the glamorous 20% and leaving the messy 80% untouched. A model gets faster, a kernel gets smarter, a benchmark chart gets prettier, and then the actual workflow still spends half its time shuttling data through CPU-heavy glue code written for an earlier