Add background split matrix runner
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# Changelog
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## Sprint 157 Background split matrix runner (2026-07-10)
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- Added `scripts/run_background_corpus_split_matrix.sh` to run pure-empty and sparse-context hard-negative matrices separately from one operator command.
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- Added `scripts/build_background_corpus_split_report.py` to combine both hard-negative summaries into `background_corpus_split_summary.json` and `.md`.
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- Added readiness coverage and tests for the split runner/report contract.
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- No model default, backend API, database migration, provider fetching, fake detection output or model download behavior changed.
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## Sprint 156 Background corpus classification (2026-07-10)
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- Added explicit operator background categories to prepared sample manifests: `pure_empty_negative` when GRB returns zero reference buildings and `sparse_building_context` when contextual GRB buildings are present.
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