Built from: Provided public-positioning summary and memoir quotation, Provided training and early-education account, Provided role-by-role work record including documented coercion and litigation outcomes, Nine years of firsthand observation supplied by the requester—read through separate evidence categories, with agreements and disagreements surfaced rather than averaged.
Confidence: Moderate—the chip near the top of this read opens into why it sits at that level, and the one move that would raise it.
The stance line: inferred from the material above. A consented Stance360 from the subject would make it measured.
Before it rendered: code—not instructions—checked the output. Internal framework codes cannot appear, messages are held to the voice rules, and a score that came back without its reasoning would have been withheld rather than shown.
The full method →