Experimental run record
Run 3eb89892
An inspectable execution record: configuration, deterministic outcomes, attempts, artefacts, and failure traces. Comparison applies across the configurations in this run only.
· pack geoworkbench-0.1 · inconclusive · sealed snapshot 169f53a9
- Trials
- 24
- Accepted
- 17
- Configurations
- 8
- Tasks
- 1
- Cost USD
- 0.05845
In shortGLM-4.7 Flash led this run: 3/3 tasks accepted (100%) for 0.0026 USD total. This ranking holds inside this run only — it is not a general model ranking.
| # | Model | Architecture | Accepted | Rate | First-attempt success | False-success rejected | Cost USD | Cost / accepted | Median ms | p95 ms |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GLM-4.7 Flash | single-retry | 3/3 | 100% | 100% | 0 | 0.0026 | 0.0009 | 18277 ms | 23010 ms |
| 2 | GLM-4.7 Flash | plan-then-act | 3/3 | 100% | 100% | 0 | 0.0059 | 0.0020 | 33210 ms | 45955 ms |
| 3 | GLM-4.7 Flash | full-multi-agent | 3/3 | 100% | 100% | 0 | 0.0112 | 0.0037 | 61631 ms | 87376 ms |
| 4 | GLM-4.7 Flash | single-shot | 2/3 | 66.7% | 66.7% | 1 | 0.0031 | 0.0015 | 26459 ms | 31182 ms |
| 5 | Kimi K2.6 | plan-then-act | 2/3 | 66.7% | 66.7% | 1 | 0.0078 | 0.0039 | 61929 ms | 69935 ms |
| 6 | Kimi K2.6 | full-multi-agent | 2/3 | 66.7% | 66.7% | 1 | 0.0149 | 0.0075 | 124554 ms | 137994 ms |
| 7 | Kimi K2.6 | single-shot | 1/3 | 33.3% | 33.3% | 2 | 0.0046 | 0.0046 | 44204 ms | 47905 ms |
| 8 | Kimi K2.6 | single-retry | 1/3 | 33.3% | 33.3% | 2 | 0.0084 | 0.0084 | 70934 ms | 99411 ms |
Trials
attempt traces expand beneath each trial| Task | Configuration | Retry | Result | Attempts | Cost USD | Latency ms |
|---|---|---|---|---|---|---|
| simple-buffer-v6 | GLM-4.7 Flash | single-retry | accepted | 1 | 0.0009 USD | 16315 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0009 USD — 16315 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd # Read the input parcels file parcels = gpd.read_file("parcels.geojson") # Create a 25 metre buffer around each parcel # The CRS is projected (EPSG:3857), so the distance is in meters parcels['geometry'] = parcels['geometry'].buffer(25) # Write the buffered features to the output file parcels.to_file("simple_buffers.geojson") architecture=single-retry stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0009 USD | 19929 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0009 USD — 19929 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd # Read the input file parcels = gpd.read_file("parcels.geojson") # Ensure the CRS is set to EPSG:3857 (Projected, meters) parcels = parcels.set_crs(epsg=3857, allow_override=True) # Create a 25 metre buffer around each parcel buffers = parcels.buffer(25) # Write the buffered features to the output file buffers.to_file("simple_buffers.geojson") architecture=single-shot stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | rejected | 1 | 0.0014 USD | 26459 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 1 — rejected — cost 0.0014 USD — 26459 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
import geopandas as gpd
# Read the input file
gdf = gpd.read_file("parcels.geojson")
# Ensure the CRS is EPSG:3857 as requested
if gdf.crs is None:
gdf = gdf.set_crs("EPSG:3857")
# Create a 25 metre buffer around every parcel
buffered_gdf = gdf.buffer(distance=25, unit='m')
# Write the output file
buffered_gdf.to_file("simple_buffers.geojson")
architecture=single-shot
stage=single-code-generation
--- execution stdout ---
--- stderr ---
Traceback (most recent call last):
File "/tmp/arena/solution.py", line 11, in <module>
buffered_gdf = gdf.buffer(distance=25, unit='m')
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/geopandas/base.py", line 5441, in buffer
return _delegate_geo_method(
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/geopandas/base.py", line 129, in _delegate_geo_method
data = getattr(a_this, op)(**kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/geopandas/array.py", line 904, in buffer
shapely.buffer(self._data, distance, quad_segs=resolution, **kwargs),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/shapely/decorators.py", line 173, in wrapper
result = func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/shapely/decorators.py", line 88, in wrapped
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/shapely/constructive.py", line 246, in buffer
return lib.buffer(
^^^^^^^^^^^
TypeError: buffer() got an unexpected keyword argument 'unit'
| ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0008 USD | 31182 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0008 USD — 31182 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd # Read the input parcels file gdf = gpd.read_file("parcels.geojson") # Create a 25 metre buffer for each parcel gdf['geometry'] = gdf.buffer(25) # Write the buffered features to the output file gdf.to_file("simple_buffers.geojson") architecture=single-shot stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-retry | accepted | 1 | 0.0007 USD | 18277 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0007 USD — 18277 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd # Read the input parcels file gdf = gpd.read_file('parcels.geojson') # Create a 25 metre buffer around each parcel # Since the input is in EPSG:3857 (meters), the distance is 25 buffered_gdf = gdf.buffer(25) # Write the buffered geometries to the output file buffered_gdf.to_file('simple_buffers.geojson') architecture=single-retry stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-retry | accepted | 1 | 0.0009 USD | 23010 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0009 USD — 23010 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd # Read the input parcels file parcels = gpd.read_file("parcels.geojson") # Create a 25 metre buffer around each parcel # The CRS is 3857 (meters), so the distance is interpreted correctly buffers = parcels.buffer(25) # Create a new GeoDataFrame with the buffered geometries # Preserve the original CRS and attributes buffers_gdf = gpd.GeoDataFrame(geometry=buffers, crs=parcels.crs) # Write the output file buffers_gdf.to_file("simple_buffers.geojson") architecture=single-retry stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0018 USD | 25218 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0018 USD — 25218 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd def main(): # Read the input file gdf = gpd.read_file('parcels.geojson') # Apply a 25 metre buffer to all geometries # Since the input is in EPSG:3857 (meters), the distance is directly 25 gdf['geometry'] = gdf.buffer(25) # Write the output file preserving the CRS gdf.to_file('simple_buffers.geojson', driver='GeoJSON') if __name__ == '__main__': main() architecture=plan-then-act stage=planner plan=```json { "steps": [ "Read the input file 'parcels.geojson' into a GeoDataFrame.", "Apply a 25-meter buffer to all geometries in the GeoDataFrame.", "Write the resulting GeoDataFrame to 'simple_buffers.geojson'." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Check that 'simple_buffers.geojson' exists in the working directory.", "Verify the output GeoDataFrame has the same number of features as the input.", "Confirm the output CRS is EPSG:3857.", "Ensure all geometries in the output are valid and non-empty." ] } ``` stage=act --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0021 USD | 45955 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0021 USD — 45955 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd # Load the input file gdf = gpd.read_file('parcels.geojson') # Apply a 25-meter buffer to each geometry # Since the CRS is EPSG:3857 (meters), the distance is interpreted as meters gdf['geometry'] = gdf.buffer(25) # Write the output file gdf.to_file('simple_buffers.geojson') architecture=plan-then-act stage=planner plan=```json { "steps": [ "Load the 'parcels.geojson' file into a GeoDataFrame.", "Apply a 25-meter buffer to the geometry column using the buffer method.", "Write the resulting GeoDataFrame to 'simple_buffers.geojson'." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Confirm that 'simple_buffers.geojson' exists in the working directory.", "Verify the output file contains the same number of features as the input.", "Validate that the output CRS is EPSG:3857.", "Check that all geometries in the output are valid (non-empty)." ] } ``` stage=act --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0020 USD | 33210 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0020 USD — 33210 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd import os # Load the input parcels file parcels = gpd.read_file('parcels.geojson') # Apply a 25 metre buffer to each geometry # The input is in EPSG:3857 (meters), so the distance is 25 parcels['geometry'] = parcels.buffer(25) # Write the buffered geometries to the output file parcels.to_file('simple_buffers.geojson') # Basic validation assert parcels.crs == 'EPSG:3857', "CRS not preserved" assert os.path.exists('simple_buffers.geojson'), "Output file not created" assert len(parcels) > 0, "No features in output" architecture=plan-then-act stage=planner plan=```json { "steps": [ "Load 'parcels.geojson' into a GeoDataFrame.", "Apply a 25-meter buffer to the geometry column.", "Write the buffered GeoDataFrame to 'simple_buffers.geojson'." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Verify 'simple_buffers.geojson' exists.", "Confirm the output CRS is EPSG:3857.", "Check that the number of features matches the input." ] } ``` stage=act --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0035 USD | 47079 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0035 USD — 47079 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd # Load the input file parcels = gpd.read_file('parcels.geojson') # Apply a 25.0 meter buffer to the geometry column buffered_parcels = parcels.buffer(25.0) # Write the result to the output file, preserving the CRS buffered_parcels.to_file('simple_buffers.geojson') architecture=full-multi-agent stage=planner plan=```json { "steps": [ "Load 'parcels.geojson' into a GeoDataFrame using geopandas.", "Apply a 25.0 meter buffer to the 'geometry' column using shapely.buffer.", "Write the resulting GeoDataFrame to 'simple_buffers.geojson' preserving the CRS." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Verify 'simple_buffers.geojson' exists in the working directory.", "Confirm the output file contains the same number of features as the input.", "Confirm the output CRS is EPSG:3857." ] } ``` stage=builder stage=auditor auditor_output_present=true --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0032 USD | 61631 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0032 USD — 61631 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd def main(): # Read the input file parcels = gpd.read_file('parcels.geojson') # Apply a 25-meter buffer to every parcel # The input is in EPSG:3857 (meters), so the distance is 25 buffered_geoms = parcels.geometry.buffer(25) # Create a new GeoDataFrame containing only the buffered geometries # to ensure the output has one buffered feature per input parcel buffers = gpd.GeoDataFrame(geometry=buffered_geoms, crs=parcels.crs) # Write the output file, preserving the CRS buffers.to_file('simple_buffers.geojson') if __name__ == "__main__": main() architecture=full-multi-agent stage=planner plan=```json { "steps": [ "Read the input file 'parcels.geojson' into a GeoDataFrame using geopandas.", "Apply a 25-meter buffer to the geometry column of the GeoDataFrame.", "Write the buffered GeoDataFrame to the output file 'simple_buffers.geojson', preserving the CRS." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Confirm that 'simple_buffers.geojson' exists in the working directory.", "Verify that the output file is a valid GeoJSON structure.", "Check that the number of features in the output matches the input.", "Validate that the CRS of the output is EPSG:3857." ] } ``` stage=builder stage=auditor auditor_output_present=true --- execution stdout --- | ||||||
| simple-buffer-v6 | GLM-4.7 Flash | single-shot | accepted | 1 | 0.0044 USD | 87376 ms |
Attempt trace undefined# attempt undefined — model: @cf/zai-org/glm-4.7-flash — exit 0 — accepted — cost 0.0044 USD — 87376 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6123 bytes) import geopandas as gpd # Load the input file gdf = gpd.read_file('parcels.geojson') # Ensure the CRS is EPSG:3857 as requested if gdf.crs is None: gdf = gdf.set_crs('EPSG:3857') elif gdf.crs.to_epsg() != 3857: gdf = gdf.to_crs('EPSG:3857') # Apply a 25 metre buffer to all geometries gdf['buffered'] = gdf.buffer(25) # Write the resulting buffered GeoDataFrame to the output file gdf[['buffered']].to_file('simple_buffers.geojson') architecture=full-multi-agent stage=planner plan=```json { "steps": [ "Load the input file 'parcels.geojson' into a GeoDataFrame.", "Apply a 25-meter buffer to all geometries in the GeoDataFrame.", "Write the resulting buffered GeoDataFrame to 'simple_buffers.geojson'." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Check that 'simple_buffers.geojson' exists in the working directory.", "Verify the output GeoDataFrame has the same number of features as the input.", "Verify the output GeoDataFrame has a CRS of EPSG:3857." ] } ``` stage=builder stage=auditor auditor_output_present=false --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | accepted | 1 | 0.0008 USD | 35687 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0008 USD — 35687 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd parcels = gpd.read_file("parcels.geojson") parcels["geometry"] = parcels.buffer(25) parcels.to_file("simple_buffers.geojson", driver="GeoJSON") architecture=single-shot stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | rejected | 1 | 0.0019 USD | 44204 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 44204 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-shot
stage=single-code-generation
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | rejected | 1 | 0.0019 USD | 47905 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 47905 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-shot
stage=single-code-generation
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-retry | rejected | 2 | 0.0037 USD | 70934 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 37069 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-retry
stage=single-code-generation
--- execution stdout ---
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 70934 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-retry
stage=single-code-generation
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-retry | accepted | 1 | 0.0010 USD | 25501 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0010 USD — 25501 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd gdf = gpd.read_file('parcels.geojson') gdf.geometry = gdf.buffer(25) gdf.to_file('simple_buffers.geojson', driver='GeoJSON') architecture=single-retry stage=single-code-generation --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | rejected | 1 | 0.0027 USD | 46359 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0027 USD — 46359 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=plan-then-act
stage=planner
plan=```json
{
"steps": [
"Read parcels.geojson into a GeoDataFrame using geopandas.read_file() and verify the CRS is EPSG:3857.",
"Apply a 25-metre buffer to every geometry in the GeoDataFrame using GeoDataFrame.geometry.buffer(25) or shapely.buffer, producing exactly one buffered feature per input parcel.",
"Assign the buffered geometries back to the GeoDataFrame, ensuring the row count and index order remain identical to the input.",
"Write the resulting GeoDataFrame to simple_buffers.geojson using GeoDataFrame.to_file(driver='GeoJSON'), preserving the original EPSG:3857 CRS.",
"Confirm the output file was created successfully."
],
"libraries": [
"geopandas",
"shapely"
],
"validation": [
"Assert input and output feature counts are identical (no drops or additions).",
"Assert output GeoDataFrame CRS is EPSG:3857.",
"Assert every output geometry is a valid Polygon or MultiPolygon and not null.",
"Assert simple_buffers.geojson exists in the working directory."
]
}
```
stage=act
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | accepted | 1 | 0.0025 USD | 61929 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0025 USD — 61929 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd gdf = gpd.read_file("parcels.geojson") if gdf.crs is None: gdf = gdf.set_crs(epsg=3857) buffered_gdf = gdf.copy() buffered_gdf.geometry = buffered_gdf.geometry.buffer(25) buffered_gdf.to_file("simple_buffers.geojson", driver="GeoJSON") architecture=plan-then-act stage=planner plan={"steps":["Import geopandas","Read parcels.geojson into a GeoDataFrame","Confirm the GeoDataFrame CRS is EPSG:3857","Apply a 25-metre buffer to each geometry using gdf.geometry.buffer(25)","Construct a new GeoDataFrame with the buffered geometries, preserving all rows and the original CRS","Write the result to simple_buffers.geojson with the GeoJSON driver"],"libraries":["geopandas","shapely"],"validation":["simple_buffers.geojson exists on disk","Output feature count equals input feature count","Output CRS is EPSG:3857","No empty or null geometries in output","All buffered geometries are valid"]} stage=act --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-retry | rejected | 2 | 0.0037 USD | 99411 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 50137 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-retry
stage=single-code-generation
--- execution stdout ---
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0019 USD — 99411 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=single-retry
stage=single-code-generation
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | accepted | 1 | 0.0026 USD | 69935 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0026 USD — 69935 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd import os input_file = 'parcels.geojson' output_file = 'simple_buffers.geojson' gdf = gpd.read_file(input_file) assert gdf.crs is not None and gdf.crs.to_epsg() == 3857, 'Input CRS is not EPSG:3857' gdf['geometry'] = gdf.buffer(25) gdf = gdf.set_crs(epsg=3857, allow_override=True) gdf.to_file(output_file, driver='GeoJSON') assert os.path.exists(output_file), 'Output file missing' out = gpd.read_file(output_file) assert len(out) == len(gdf), 'Feature count mismatch' assert out.crs is not None and out.crs.to_epsg() == 3857, 'Output CRS is not EPSG:3857' assert out.geometry.isna().sum() == 0, 'Null geometries found' assert out.is_valid.all(), 'Invalid geometries found' architecture=plan-then-act stage=planner plan=```json { "steps": [ "Read parcels.geojson into a GeoDataFrame using geopandas.read_file() and verify the CRS is EPSG:3857.", "Apply a 25-metre buffer to every geometry using GeoDataFrame.buffer(25), producing one buffered geometry per input parcel.", "Construct a new GeoDataFrame (or update the existing one) using the buffered geometries, preserving all original rows and attributes.", "Explicitly assign the original EPSG:3857 CRS to the output GeoDataFrame to ensure it is preserved.", "Write the resulting GeoDataFrame to simple_buffers.geojson using to_file(driver='GeoJSON')." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Assert the output file simple_buffers.geojson exists.", "Assert the feature count in simple_buffers.geojson equals the feature count in parcels.geojson.", "Assert the output CRS is EPSG:3857.", "Assert no null geometries exist in the output and all geometries are valid." ] } ``` stage=act --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | accepted | 1 | 0.0050 USD | 119008 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0050 USD — 119008 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import os import geopandas as gpd import shapely input_path = "parcels.geojson" output_path = "simple_buffers.geojson" gdf = gpd.read_file(input_path) assert gdf.crs is not None, "Input CRS is missing" assert gdf.crs.to_string() == "EPSG:3857", f"Input CRS is not EPSG:3857: {gdf.crs}" buffered = gdf.copy() buffered.geometry = buffered.geometry.buffer(25) assert len(buffered) == len(gdf), "Feature count changed after buffering" assert buffered.geometry.notna().all(), "Null geometries after buffering" assert buffered.geometry.is_valid.all(), "Invalid geometries after buffering" assert buffered.crs.to_string() == "EPSG:3857", "Buffered CRS is not EPSG:3857" buffered.to_file(output_path, driver="GeoJSON") assert os.path.exists(output_path), "Output file was not created" out_gdf = gpd.read_file(output_path) assert len(out_gdf) == len(gdf), "Output feature count does not match input" assert out_gdf.crs is not None and out_gdf.crs.to_string() == "EPSG:3857", "Output CRS is not EPSG:3857" assert out_gdf.geometry.notna().all(), "Output contains null geometries" assert out_gdf.geometry.is_valid.all(), "Output contains invalid geometries" architecture=full-multi-agent stage=planner plan=```json { "steps": [ "Read parcels.geojson into a GeoDataFrame using geopandas.read_file().", "Verify the GeoDataFrame CRS is EPSG:3857 and preserve it.", "Apply a 25-metre buffer to every geometry using gdf.geometry.buffer(25).", "Construct a new GeoDataFrame (or update the existing one) replacing the original geometries with the buffered geometries, keeping all original rows and attributes intact.", "Write the resulting GeoDataFrame to simple_buffers.geojson using to_file(driver='GeoJSON') with CRS EPSG:3857." ], "libraries": [ "geopandas", "shapely" ], "validation": [ "Confirm simple_buffers.geojson was created and is readable.", "Assert the output feature count equals the input feature count (no drops).", "Assert the output CRS string is EPSG:3857.", "Assert every output geometry is a valid Polygon or MultiPolygon and none are null.", "Assert no input rows were lost and no new rows were fabricated." ] } ``` stage=builder stage=auditor auditor_output_present=false --- execution stdout --- | ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | rejected | 1 | 0.0048 USD | 124554 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — rejected — cost 0.0048 USD — 124554 ms
# verifier: FAIL — simple buffer inputs unreadable
# no artifact produced
architecture=full-multi-agent
stage=planner
plan=```json
{
"steps": [
"Read parcels.geojson into a GeoDataFrame using geopandas.read_file.",
"Verify the input CRS is EPSG:3857 and store the original row count.",
"Apply a 25-metre buffer to every geometry using GeoDataFrame.geometry.buffer(25), producing one buffered geometry per input parcel.",
"Construct a new GeoDataFrame from the buffered geometries, preserving all original attributes and the EPSG:3857 CRS.",
"Validate that the output GeoDataFrame has the same number of rows as the input and that all buffered geometries are valid.",
"Write the result to simple_buffers.geojson using GeoDataFrame.to_file(driver='GeoJSON') with CRS preserved."
],
"libraries": [
"geopandas",
"shapely"
],
"validation": [
"Assert simple_buffers.geojson exists on disk.",
"Assert output feature count equals input parcels.geojson feature count.",
"Assert output CRS string matches EPSG:3857.",
"Assert no null geometries exist in the output.",
"Assert all output geometries are valid Polygon or MultiPolygon types."
]
}
```
stage=builder
stage=auditor
auditor_output_present=false
--- execution stdout ---
| ||||||
| simple-buffer-v6 | Kimi K2.6 | single-shot | accepted | 1 | 0.0051 USD | 137994 ms |
Attempt trace undefined# attempt undefined — model: @cf/moonshotai/kimi-k2.6 — exit 0 — accepted — cost 0.0051 USD — 137994 ms # verifier: PASS — simple buffer geometry verified # artifact: download (6171 bytes) import geopandas as gpd gdf = gpd.read_file("parcels.geojson") crs = gdf.crs out_gdf = gdf.copy() out_gdf.geometry = gdf.geometry.buffer(25) out_gdf = out_gdf.set_crs(crs, allow_override=True) out_gdf.to_file("simple_buffers.geojson", driver="GeoJSON") architecture=full-multi-agent stage=planner plan={"steps":["Read parcels.geojson into a GeoDataFrame using geopandas.read_file","Store the input CRS (EPSG:3857)","Apply a 25 metre buffer to each geometry with gdf.buffer(25)","Build a new GeoDataFrame from the buffered geometries while retaining original attributes","Assign the stored CRS to the output GeoDataFrame","Write the result to simple_buffers.geojson with driver='GeoJSON'"],"libraries":["geopandas","shapely"],"validation":["simple_buffers.geojson exists on disk","Output feature count equals input parcels.geojson feature count","Output CRS is EPSG:3857","All output geometries are valid and non-empty Polygon or MultiPolygon instances","No rows were dropped and no geometries were fabricated"]} stage=builder stage=auditor auditor_output_present=false --- execution stdout --- | ||||||
Cite this record
Axis Spatial. "Experimental run 3eb89892." Axis Spatial Arena, run 3eb89892-b582-4f55-9248-f5f161c56207. Benchmark pack geoworkbench-0.1. https://www.axisspatial.com/arena/runs/3eb89892-b582-4f55-9248-f5f161c56207 (accessed 19 Sep 2026).
@misc{axis-spatial-arena-run-3eb89892,
author = {{Axis Spatial}},
title = {Experimental run 3eb89892},
howpublished = {Axis Spatial Arena, run: https://www.axisspatial.com/arena/runs/3eb89892-b582-4f55-9248-f5f161c56207},
note = {Benchmark pack geoworkbench-0.1},
year = {2026}
}Glossary
full protocol in the methodology- Pack version
- The pinned set of task definitions a run executed. Results from different pack versions are never compared directly.
- Configuration
- A complete comparison unit: model, prompt version, tools, retry policy, and pinned task, data, and verifier versions. A model name alone is not comparable.
- Lane
- One configured route through which a model is reached. Duplicate upstream models across lanes count as adapter evidence, not extra capability.
- False-success rejection
- A trial whose output looked plausible but failed independent deterministic checks, such as an empty file or a fabricated value.
- Token-cost proxy
- Cost estimated from reported token usage and list prices at recording time; actual billing may differ.
- Sealed snapshot
- An immutable, content-addressed copy of a leaderboard computed from a finished run.