Diversity
Independent contributions
Role and model diversity create meaningful differences before cross-model influence.
A provider describes where intelligence comes from. A role describes what responsibility, objective, evidence boundary, and rubric it carries.
The goal is not theatrical personas. It is accountable responsibility.
One model may participate as an engineer and a risk analyst under separate instructions and evidence access. Different providers may occupy similar roles to reduce dependence on one model family.
Role and model diversity create meaningful differences before cross-model influence.
Critique and counterargument test the strongest version of a proposal, not a straw man.
A changed view remains attached to the evidence and challenge that caused the revision.