That is a fair assessment, but the "something else" is independently valuable, maybe even more so than model improvements - constructing an architecture for efficient rule determination and execution. In other words, I think the goal here isn't so much to beat Arc-AGI but to develop a generic improvement beyond "Ralph loop", which could dramatically extend frontier capabilities for all kinds of uses.