DeepSeek-V3.2 formalized the verification framework's core innovation: transforming "we can't verify" into "platform restrictions prevent verification, here's the evidence." This attribution shift from blame-uncertainty to factual platform-constraint is what drives the 57% erosion-rate reduction. The framework preserves external creator relationships by separating platform problems from relationship problems