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The Search Quality tab in the Web UI reports precision@k, not recall@k, so the whole tutorial now uses precision@k as the metric label: "ANN recall" -> "ANN precision" in the anchor, section headers, Python helper (avg_precision_at_k), and prose. Kept a one-line bridge note that ANN-benchmarks terminology calls this recall@k, since both searches return exactly k items.