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Add persistent false negative evidence audit
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Gate filtered YOLO candidate and harden provenance
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Filter low variance YOLO negative tiles
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Report blank YOLO label QA tiles
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Add operator YOLO label QA contact sheets
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Add per-sample YOLO dataset audit diagnostics
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Record clean AOI1024 model rejection
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Harden operator tile background metadata
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Add guarded promoted YOLO activation
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Harden split background promotion preflight
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Add split promotion preflight
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Add split background promotion workflow
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Use split background reports in promotion gate
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Add background split matrix runner
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Classify operator background corpus
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Record paged AOI1024 runtime evidence
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Page GRB references for operator samples
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Fix runtime GIS uploads for operator QA
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Support larger operator training samples
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Gate YOLO tile labels by visible ratio
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Suppress duplicate YOLO tile detections
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Record unique hard-negative YOLO candidate gate
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Prepare unique hard-negative training dataset
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Expand operator hard-negative AOIs
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Record operator YOLO dataset audit results
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Add operator YOLO dataset quality audit
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Add detection model promotion report
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Add multi-AOI calibration evidence portfolio
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Add browser calibration evidence bundle smoke
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Support browser calibration summaries in evidence export
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Document YOLOv8s benchmark status
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Document remote-sensing YOLO candidate benchmark
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Add hard-negative balanced YOLO tile export
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Add operator hard-negative detection matrix
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Expand operator samples for YOLO hard negatives
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Add operator YOLO tile dataset exporter
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Harden operator YOLO training runtime
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Add operator YOLO training dataset tooling
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Add multi-sample detection quality calibration
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Add detection quality matrix
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Add detection calibration evidence export
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Add detection calibration sweep
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Persist raster tile CRS metadata
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Fix YOLO class normalization
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Record real data validation run
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Add real data detection QA workflow smoke
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Add model asset detection workflow smoke
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Add local model asset catalog
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Add safe YOLO model env configurator
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Add reusable GIS run mode and AI runtime opt-in
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