Governed single-line interpretation surface with explicit humility.
SCAFFOLD
Truth note: the current public review path still depends on mock-backed vision behavior, so this surface is scaffolded rather than presented as live automation.
Visible now
Workflow framing, decision discipline, and review intent.
Not yet sealed
Reliable production VLM-backed interpretation with provenance-rich outputs.