Do not collapse model decisions and classifier failures into one handoff reason
A human-handoff audit reason must distinguish an intentional model classification from fail-closed fallbacks such as timeout, empty output, JSON/schema failure, and post-validation rejection. If every path persists the same label (for example, "unclear") and the raw request/outpu…