Why I Wrote "The Sovereign Attribution Engine" Playing the Extraction Game in Reverse
This article exists because of a familiar pattern: a request for “high-quality, in-depth feedback” framed as an opportunity, while leaving ownership, attribution, and downstream use undefined. Rather than participate quietly or dismiss it outright, I chose to reverse the lens — to extract the structure of the ask itself and make it explicit. This background explains why the Sovereign Attribution Engine was written, and what problem it is responding to.