That understates how difficult it is to get to the level of performance they attained. The fact that it surpasses DeepSeek v4 in most ways shows that they accomplished some great work in this space.

Perhaps, but Z.ai contributed with techniques such as IndexShare, which helps reduce computation for larger context windows (1M).