Every metric carries a plain-English label and a display-formatted value (grouping, percent, the field's display format), histogram bins use nice edges with formatted labels, date buckets are labelled by unit, warnings appear only when true, and the Analyses home shows saved analyses, watches and recent runs with honest empty states (and no mojibake). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>