Persist QA feature evidence
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# Changelog
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## Sprint 111 QA feature evidence persistence (2026-06-25)
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- Added feature-level QA evidence to dataset, detection and segmentation QA matching.
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- Persisted matched feature ids, false-positive feature ids and false-negative feature ids inside `quality_checks.findings_json`.
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- Extended QA/QC drilldown with compact matched/false-positive/false-negative feature id lists beside the existing metrics and raw findings JSON.
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- Updated API contracts to document `match_evidence`, `false_positive_evidence` and `false_negative_evidence`.
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- No migration, new table, provider fetching, AI behavior or new product domain was introduced.
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## Sprint 110 Map QA evidence drilldown (2026-06-25)
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- Extended the Map workspace QA/QC shortcut with inline evidence after comparing a saved derived selection dataset.
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