Jens and Claude Opus 5
08188005bd
correct the tiled inference chain and move runs off the request thread
...
Tile handling produced results that were wrong before any model quality
question arose:
- orthophoto tiles reached the model through PIL convert("RGB"), which
truncates the high byte of a 16-bit product and treats a 4-band RGB+NIR
tile's infrared channel as colour. Tiles are now read with rasterio, the
visible bands are chosen explicitly, and values are percentile-stretched
across all three bands together so hue is preserved;
- an object wider than the tile overlap was truncated by both tiles into two
boxes that barely intersect, so IoU suppression kept both: two false
positives and one missed footprint per seam building. Suppression now also
compares overlap against the smaller box, and boxes cut by an interior tile
edge are dropped in favour of the neighbouring tile's complete view;
- georeferencing fell back to an assumed EPSG:4326 when a manifest carried no
CRS, producing geometry that renders plausibly in the wrong place. QA
already refused such a tile; inference now fails closed too.
Segmentation QA scored candidates against every reference feature in the
dataset, so every building outside the inferred tiles counted as a false
negative. It now applies the same persisted tile coverage that detection QA
has always used, including the indexed ST_Intersects prefilter.
Duplicate suppression uses an STRtree instead of the O(n^2) scan, tiles are
predicted in batches of YOLO_BATCH_SIZE (a setting that existed but was never
read), and detection/segmentation runs can be queued through /run-async for a
polling background worker rather than holding an HTTP worker thread for
minutes of GPU work.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com >
2026-08-22 14:32:44 +02:00
Jens
b76cd1837b
fix(ai): bind model scope to immutable geometry
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2026-08-09 10:54:52 +02:00
Jens
c76a746cd7
Update
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2026-07-27 23:28:43 +02:00
Jens
ec6f2d9061
Add governed Wallonia and Brussels orthophotos
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2026-07-26 22:02:10 +02:00
Jens
2be72fac58
feat: add governed nationwide AOI orchestration and CUDA enforcement
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2026-07-26 05:23:33 +02:00
Codex
115f9850a7
feat: add operator landing and login
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2026-07-22 20:10:21 +02:00
Codex
cee6cd05ae
feat: complete Wallonia land cover and terrain sources
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2026-07-22 06:28:46 +02:00
Codex
c2101ea8f9
feat: complete governed Walloon coverage sources
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2026-07-22 03:39:08 +02:00
Codex
0aff8e3b8c
feat(scope): make Belgium and North Sea operational default
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2026-07-22 02:11:48 +02:00
Codex
f045dec849
Finalize GeoIntel 1.0.0 release identity
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2026-07-19 12:07:04 +02:00
Codex
70c5e34ecf
Add governed SPW bathymetry analysis
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2026-07-19 04:07:01 +02:00
Codex
50897c3473
Federate official Belgium data sources
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GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-19 01:34:39 +02:00
Codex
79a9f9dbfc
Prepare GeoIntel 1.0.0 release candidate
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
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2026-07-18 07:59:38 +02:00
Codex
9c402e0df2
Start autonomous Belgium and North Sea RC
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-18 00:12:34 +02:00
Codex
c787fb2184
feat: operationalize Flemish land and nature themes
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-17 22:38:25 +02:00
Codex
488da4cc83
Add bounded GRB map acquisition
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-17 21:29:26 +02:00
Codex
132c4feed8
Add Flemish bathymetry partition workflow
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-17 16:15:29 +02:00
Codex
5b4e18059a
Add governed bathymetry profile workflow
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2026-07-17 15:25:00 +02:00
Codex
da2371d662
Add governed Statbel edition probe
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2026-07-16 22:14:48 +02:00
Codex
0a23e3484c
Add governed ALZ edition probe
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-16 20:27:07 +02:00
Codex
595967f892
Add official source edition probes
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-16 17:33:40 +02:00
Codex
6a7fa57463
Support bounded Kempen-wide thematic rasters
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2026-07-16 04:43:21 +02:00
Codex
a19bff9d14
Fix grounded assistant cross-domain responses
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2026-07-16 03:30:21 +02:00
Codex
035ec3b233
feat: add cross-domain Mol data profile
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-16 03:06:36 +02:00
Codex
501f824257
Add governed VMM flood hazard scenarios
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2026-07-15 22:14:12 +02:00
Codex
5d8b46ed60
Add governed DHMV terrain analysis
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2026-07-15 18:13:05 +02:00
Codex
56f823f02a
fix: prevent truncated Ollama answers
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2026-07-15 07:39:03 +02:00
Codex
beacdf2560
feat: add source-grounded evolution and Ollama assistant
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2026-07-15 06:45:56 +02:00
Codex
daccd3869a
feat: add map-driven orthophoto analysis
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2026-07-15 02:01:03 +02:00
Codex
3f5ca4c85e
Suppress duplicate YOLO tile detections
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2026-07-09 10:55:45 +02:00
Codex
25f098bde0
Raise configured YOLO max detections
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2026-07-09 10:14:07 +02:00
Codex
6e2a8cbdc4
Add local model asset catalog
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2026-07-06 20:59:03 +02:00
Codex
6ea3586a3e
Initial GeoIntel V1 foundation
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2026-06-16 23:36:32 +02:00
