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Target regional training failures by context
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2026-07-29 17:10:19 +02:00
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## 2026-07-29 - Context-aware Belgian training correction
- Audited the active closed-loop calibration trend and confirmed that the
remaining Flemish failure cannot be solved by confidence-threshold selection.
- Extended failure-driven sampling with region-plus-context weighting from
per-AOI calibration evidence. Protected calibration, test, background-test
and validation tiles remain excluded; manifests now record targeted contexts
and their stronger repeat factors for reproducible follow-up iterations.
## 2026-07-27 - Guest demo and product professionalization
- Audited the access experience, workbench information density, responsive