Evidence and limits
Finding: AI contributes analytical processing under complexity while humans retain holistic and intuitive strengths under uncertainty and equivocality.
Impact: Strengthen human judgment under uncertainty. Add decision context to future reviews. No new principle.
Boundary: Conceptual framing does not measure a deployed collaboration protocol. Next: how should a system recognize when uncertainty calls for human judgment rather than more model effort?
Flags: no direct test; organizational transfer
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation