Moonshot's K3.1 Pro has the same 2.8 trillion parameters as the Kimi K3 I wrote about in July. Nothing about the model changed; everything about how it performs did. Here's what that means for the work you hand to AI — including the part nobody mentions: a 33% price cut doesn't lower your bill.