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 and Claude Opus 5
2b968b74cf
make QA scoring reproducible and threshold-independent
...
The greedy IoU matcher gave a reference to whichever candidate was offered
first. Row order decided that, and every detection in a run shares one
transaction timestamp, so ordering by created_at left the assignment
undefined: the same QA run over the same data produced different mean IoU,
and the geometry shown to a reviewer as a false positive could be the better
of two detections. Candidates are now ranked by confidence with feature
identity as tiebreaker, which is also the COCO/PASCAL rule.
A single precision/recall/F1 triple describes one operating point, so two
models cannot be compared from it: a conservatively calibrated model looks
worse at a low confidence cut and better at a high one without detecting
anything differently. DetectionMetricsService adds the full curve, average
precision and the threshold where F1 actually peaks.
Also:
- report the population the metrics were computed over, so
matches + false_positives equals candidate_feature_count even under an
area filter; raw dataset totals move to the _raw fields;
- state whether candidates are axis-aligned boxes or footprint polygons.
A box can never reach IoU 1 against a rotated building, so the strict
score has a ceiling that has nothing to do with detection quality.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com >
2026-08-22 14:31:21 +02:00
Jens
0209167cfd
fix(results): gate operational AI exports on QA
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2026-08-09 11:31:51 +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
5b3c17b494
feat(provenance): govern source snapshots and data inputs
2026-08-01 23:46:17 +02:00
Jens
dfcc11b0d5
Expand scoped demo analysis access
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2026-08-01 16:00:13 +02:00
Jens
c76a746cd7
Update
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2026-07-27 23:28:43 +02:00
Jens
70897a3265
Reject blank positive imagery in training loop
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2026-07-27 02:57:36 +02:00
Jens
65d263a37b
Add dated regional imagery training sources
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2026-07-27 02:39:47 +02:00
Jens
9f05451f04
Preserve native orthophoto detail for training
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2026-07-27 01:20:10 +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
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
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GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-26 05:23:33 +02:00
Jens
25b6f1ab39
feat: make spatial entry optional and authoritative
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-26 03:39:50 +02:00
Codex
115f9850a7
feat: add operator landing and login
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 20:10:21 +02:00
Codex
e9b48bb95e
fix: persist terrain temporal identity
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 08:06:07 +02:00
Codex
cc1b905ed3
fix: close Walloon terrain provisioning
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 08:02:58 +02:00
Codex
107099c101
fix: retain WALOUS edition warnings
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 06:37:05 +02:00
Codex
cee6cd05ae
feat: complete Wallonia land cover and terrain sources
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 06:28:46 +02:00
Codex
e15a8200fd
fix: read signed WALOUS rasters safely
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 05:26:12 +02:00
Codex
86dd1a5689
fix: align WALOUS with official class codes
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 04:30:54 +02:00
Codex
c2101ea8f9
feat: complete governed Walloon coverage sources
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 03:39:08 +02:00
Codex
0aff8e3b8c
feat(scope): make Belgium and North Sea operational default
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 02:11:48 +02:00
Codex
919f5879e5
fix(map): honor raster coverage and temporal dates
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-22 00:18:55 +02:00
Codex
80df5e70c9
perf(map): simplify preclipped area queries
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-21 23:30:52 +02:00
Codex
17d0d85778
perf(map): accelerate large spatial metrics
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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2026-07-21 23:22:22 +02:00
Codex
20829f1a24
fix(map): make area analysis scale-aware
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-21 21:59:56 +02:00
Codex
e2c90da11d
fix(map): read all relevant selection sources
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-19 17:54:07 +02:00
Codex
f045dec849
Finalize GeoIntel 1.0.0 release identity
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
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
a823342b5b
Scope bounded coverage to persisted extents
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2026-07-19 01:52:01 +02:00
Codex
8085d106d4
Keep coverage materialization theme-specific
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GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-19 01:47:43 +02:00
Codex
50897c3473
Federate official Belgium data sources
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
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
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-18 07:59:38 +02:00
Codex
22fb8d51a9
Classify national maritime source editions
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2026-07-18 07:37:28 +02:00
Codex
55685ba1bd
Automate RC8 release journeys
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-18 06:07:44 +02:00
Codex
0fae53a7de
Harden RC7 API response contracts
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-18 05:07:35 +02:00
Codex
027e4b078b
Complete RC6 supply chain gates
GeoIntel release gates / Compile, test, contracts and builds (push) Canceled after 0s
GeoIntel release gates / Python and npm vulnerability policy (push) Canceled after 0s
GeoIntel release gates / GIS image, SBOM and container scan (push) Canceled after 0s
2026-07-18 04:15:59 +02:00
Codex
3f7b90f009
Normalize area geometries to two dimensions
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-18 02:01:11 +02:00
Codex
1e527bf810
Add Belgium and North Sea coverage foundation
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-18 01:45:00 +02:00
Codex
9146981802
Complete temporal detection safety gate
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-18 00:53:00 +02:00
Codex
9c402e0df2
Start autonomous Belgium and North Sea RC
GeoIntel CI / docs-smoke (push) Canceled after 0s
GeoIntel CI / contract-smoke (push) Canceled after 0s
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
47cde21e17
Add bounded terrain and flood analysis
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-17 20:36:45 +02:00
Codex
ce597ee0b4
Add bounded Flanders thematic analysis
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GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-17 18:28:48 +02:00
Codex
4fd6c06f5c
Aggregate regional bathymetry partitions
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-17 17:08:35 +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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GeoIntel CI / contract-smoke (push) Canceled after 0s
2026-07-17 15:25:00 +02:00
Codex
78a5f0b0b2
Close full operational audit findings
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2026-07-17 14:19:02 +02:00
Codex
d652db6a1e
Constrain selections to active work areas
GeoIntel CI / docs-smoke (push) Canceled after 0s
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2026-07-17 12:58:38 +02:00
