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- Update title, H1, and Time in retrieval-quality.md
(30 min -> 15 min reflects the pivot to Web UI)
- Rename references in tutorials-lp-overview.md and the headless
tutorial index; swap the pill from Python to Web UI to reflect
the new primary flow
- Replace "ANN recall" with "ANN precision" in Fundamentals
(4 places: intro, comparison note, ladder table, cross-link)
and in the golden-set tutorial's layer-1 cross-reference
- Filename kept as retrieval-quality.md so existing URLs and
aliases still work