Expand failed regional building contexts
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@@ -67,6 +67,15 @@ contexts. Its remaining known gaps are:
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The active production model remains unchanged while any gate fails.
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The v31 expansion adds eighteen independent train-only AOIs after the v30
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rotated-holdout calibration isolated the remaining domain gaps. Nine Flemish
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AOIs cover industrial roofs, ribbon development and coastal urban fabric. Nine
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Walloon AOIs add dense urban, rural-town, regional-architecture and difficult
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industrial/rail/quarry negatives. Existing validation, calibration, test and
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background-test AOIs remain frozen. The provisioner can load a short-lived
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operator session from a mode-0600 token file, allowing governed acquisition on
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an authenticated runtime without exposing credentials in process arguments.
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## Reproducible evidence
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- corpus assembler: `scripts/assemble_belgium_building_corpus.py`;
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@@ -6,6 +6,11 @@
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per-AOI calibration evidence. Protected calibration, test, background-test
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and validation tiles remain excluded; manifests now record targeted contexts
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and their stronger repeat factors for reproducible follow-up iterations.
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- Prepared the next immutable corpus expansion with eighteen spatially
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independent train-only AOIs: nine Flemish industrial/ribbon/coastal samples
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and nine Walloon dense/rural/architecture or difficult-negative samples.
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Added mode-0600 session-token-file support to the official provisioner so
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authenticated Tower acquisition does not expose session material in argv.
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## 2026-07-27 - Guest demo and product professionalization
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