Add governed source freshness audit
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@@ -4,6 +4,13 @@ React + TypeScript + MapLibre workbench for regional geographic analysis.
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The persisted `Kempen Regional Workbench` is the automatic operational data context. Its datasets are loaded once for the complete official 28-municipality Vlaamse vervoerregio; the operator chooses Mol, another municipality or the complete region as a spatial work-area filter. The primary map no longer asks the user to choose a technical project or region before data becomes usable. Regional population and modern forest snapshots use the same current/evolution flow as Mol, while explicit project selection stays available under advanced management.
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The Status workspace includes one compact `Actualiteit en versiecontrole`
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surface. It separates sources that are current, due for a catalogue review,
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require local integrity review or are local artifacts. Only attention items are
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expanded by default; all source detail remains available through disclosure.
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The refresh button reruns the local read-only audit and never downloads or
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replaces source data.
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The user-facing shell is task based: `Kaart`, `Bronnen`, `Kwaliteit`, `Beeldanalyse`, `Downloads`, `Status` and `Beheer`. Internal benchmark projects, raw dataset metadata, provider capabilities, model registry details and QA evidence remain accessible through labelled advanced disclosures instead of competing with the normal workflow.
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Detection defaults to the configured local YOLO asset and automatically selects an available raster and active model asset where possible. The model registry and preflight remain honest when PyTorch, Ultralytics, a local model file or a tile manifest is unavailable. The active building profile is operational but remains review-required: its current coverage-aligned benchmark is approximately precision 0.614, recall 0.606 and F1 0.607 over seven positive AOIs, with zero detections in all three pure-empty controls. A reviewed challenger remains inactive because it produced two detections in empty Postel forest.
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