Add fail-closed Belgian training loop
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@@ -950,3 +950,7 @@ This file now starts with the current implementation status. Older preparation/b
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- [x] Expand each region/context/split until the national minimum-composition gate passes (42 independent 256 m AOIs at 25 cm, including pure-background and hard-negative contexts).
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- [x] Run explicit spatial leakage and independent calibration/test evaluation.
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- [ ] Promote only if every regional and pure-background gate passes.
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- [x] Freeze the objective train/evaluate/error-analysis loop and regional exit gates.
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- [x] Expand the second corpus wave to 60 independent AOIs and 10,262 accepted labels.
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- [ ] Resolve the v3 Flanders and Wallonia generalisation failures through additional training-only evidence and retraining.
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- [ ] Replace unknown rolling-mosaic observation time with governed dated imagery where the regional provider exposes it; otherwise retain the explicit temporal limitation.
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