{
  "releaseId": "terra-geobenchx-v1",
  "taskId": "227822",
  "question": "Show water withdrawal patterns in South Asian peninsula",
  "submittedPrompt": "Show water withdrawal patterns in South Asian peninsula\n\nTask conventions: Use the frozen country polygons and World Bank ER.H2O.FWTL.K3 2021 column, in billion m³ per year. These are country-level indicators, not a subnational surface or a new regional aggregation. Join the supplied ISO_A3 to Country Code exactly. Nonmatching identifiers and missing measurements remain unknown; do not guess them or substitute another year. Retain every original country feature in the declared geography and its benchmark_row_id, including unknowns. No data must have a distinct map category, not zero. Create a quantitative choropleth with five quantile classes (fewer only if tied values collapse breaks), a visible legend with numeric bounds and units, and a neutral No data category. Values equal to a class break enter the upper class. Preserve negative and genuine zero values. This fixed classification and year are disclosed evaluation conventions; do not retrieve live replacements. Count original boundary features, not deduplicated sovereign states; preserve all source rows that meet the declared geography. Country-code sentinels such as -99 remain unmatched. Geography is fixed to original country features with SUBREGION in [\"Southern Asia\"]; retain all matching source geometries, and no others. Classification is calculated only over this geography. Membership reflects this disclosed benchmark edition, not current organization membership.\n\n\n\nAdd the resulting quantitative country layer to the map and retain an inspectable data artifact containing the original country geometry, benchmark_row_id, numeric value and class. End with one fenced JSON object: {count: countries with a known numeric value, unknown_count: countries without one, coverage_note: string, selection: {collectionId, itemId, assetKey}, value_field: numeric_column_name, class_field: classification_column_name, map_layer_id: delivered_layer_id}. The artifact must include known AND unknown countries, not only the known subset. Explain the year, units, key limitations and legend in the final response.\n\nDelivery format: provide the answer object with all fields specified above as final_response on assess_result, alongside the inspected final artifact_refs. This replaces the JSON-code-block formatting requirement above. Blue attaches your explicit selection to the accepted final answer. Finish with a concise ordinary-language answer agreeing with that selected result; do not duplicate the JSON in chat.\n\nSupplied immutable inputs:\n[\n  {\n    \"name\": \"World Bank country boundaries\",\n    \"edition\": \"GeoBenchX harmonized names\",\n    \"units\": {},\n    \"collectionId\": \"blue-generated--[resource id withheld]\",\n    \"itemId\": \"[resource id withheld]\",\n    \"assetKey\": \"data\"\n  },\n  {\n    \"name\": \"World Bank ER.H2O.FWTL.K3\",\n    \"edition\": \"Frozen GeoBenchX World Development Indicators; use 2021\",\n    \"units\": {\n      \"2021\": \"billion m\\u00b3 per year\"\n    },\n    \"collectionId\": \"blue-generated--[resource id withheld]\",\n    \"itemId\": \"[resource id withheld]\",\n    \"assetKey\": \"data\"\n  }\n]",
  "finalAnswer": "I added the layer to the map.\n\nIt shows 2021 freshwater withdrawal by country for the frozen Southern Asia benchmark geography, in billion m³/year. All 9 retained country features have known 2021 values here, so the neutral No data category is available but not used.\n\nLegend: 0.0047–5.83342, >5.83342–14.4132, >14.4132–32.7524, >32.7524–161.446, and >161.446–647.5 billion m³/year. Values exactly on a break go into the upper class.\n\nMain limits: this is country-level only, not a subnational pattern surface, and the geography follows the frozen benchmark edition’s Southern Asia membership rather than current membership changes.\n\nSources: supplied World Bank country boundaries (GeoBenchX harmonized names) and the frozen World Bank ER.H2O.FWTL.K3 2021 benchmark fixture, retrieved in this run on 2026-10-07.\n\n### Limitations\n\n- This is a country-level 2021 indicator only. It does not show subnational patterns, a surface, or a new regional aggregation.\n- The declared geography follows the frozen benchmark edition where SUBREGION = Southern Asia, not current membership changes.\n- Country-level 2021 values only; this does not show subnational withdrawal patterns or a new regional aggregate.\n- The geography follows the frozen benchmark edition where SUBREGION = Southern Asia, not current membership changes.\n- Quantile class breaks are specific to this frozen Southern Asia subset and year.\n- This uses the frozen benchmark geography membership, not current membership changes.\n- These are 2021 country totals in billion m³ per year, not subnational measurements.\n- Class breaks are specific to this frozen Southern Asia subset and year.",
  "checks": {
    "expectedCount": 9,
    "actualCount": 9,
    "expectedMetrics": null,
    "actualMetrics": null,
    "computationCorrect": true,
    "answerFulfilled": true,
    "adjudication": null,
    "qualification": null,
    "reasons": []
  },
  "activity": [
    {
      "at": "2026-10-07T06:11:32.967727Z",
      "title": "Progress update",
      "detail": "I’ll inspect the supplied boundary and indicator files, confirm the exact fields, then test the join and quantile classification before I save the map layer plan."
    },
    {
      "at": "2026-10-07T06:11:46.994280Z",
      "title": "get_analysis",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:11:47.089258Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:11:50.165102Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:11:50.947541Z",
      "title": "Progress update",
      "detail": "I found the Blue analysis tools. Next I’m reading the retained analysis context and the two supplied datasets so I can use the exact field names and item selections rather than guessing them."
    },
    {
      "at": "2026-10-07T06:12:01.895584Z",
      "title": "get_item",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:01.995992Z",
      "title": "get_item",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:14.515741Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:14.557090Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:16.960417Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:18.475775Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:18.627659Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:20.866256Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:22.906373Z",
      "title": "Progress update",
      "detail": "I confirmed the exact fields: the boundary file has `ISO_A3`, `SUBREGION`, and `benchmark_row_id`; the indicator table has `Country Code` and numeric year columns including `2021`. Now I’m finding the processors that can filter the geography, join the 2021 values, and create the fixed quantile classes with a separate No data category."
    },
    {
      "at": "2026-10-07T06:12:30.399689Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:31.106769Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:12:53.807685Z",
      "title": "Progress update",
      "detail": "Before I test the join, I’m checking the actual Southern Asia subset from the frozen boundary file and a small sample from the 2021 indicator table. That will confirm the declared geography rows and the exact join values that the processors need to preserve."
    },
    {
      "at": "2026-10-07T06:12:53.838868Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T06:12:53.858915Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T06:13:28.414969Z",
      "title": "update_analysis_brief",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:13:41.904962Z",
      "title": "Progress update",
      "detail": "I’ve recorded the acceptance checks. Now I’m running one full-scope private test that goes all the way from the frozen Southern Asia boundary rows through the exact code join to the final quantile classification, so I can inspect the real row counts, unknowns, and legend breaks before saving the final workflow."
    },
    {
      "at": "2026-10-07T06:13:41.929007Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:13:41.937798Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:13:42.618307Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:13:56.803778Z",
      "title": "run_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:18:56.488443Z",
      "title": "assess_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:18:56.786138Z",
      "title": "Progress update",
      "detail": "The private test succeeded across the full requested geography. I’m now checking the final classified artifact in detail, recording that tested method as the saved workflow, and then I’ll run the final delivery so the map layer and answer attach to the exact finished output."
    },
    {
      "at": "2026-10-07T06:18:57.292830Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:18:57.310245Z",
      "title": "get_trial_report",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:05.194965Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:05.221039Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:06.091851Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:06.125325Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:06.781173Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:12.299346Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:12.455721Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:19:13.942529Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:20:24.066017Z",
      "title": "update_analysis_brief",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:20:28.893931Z",
      "title": "Progress update",
      "detail": "I confirmed the frozen geography, the exact join, and the quantile breaks in a full-scope test: 9 Southern Asia country features were retained, all 9 matched a 2021 value, and the classification stayed at 5 quantile classes. I’m now saving that tested method as the final workflow and then I’ll add the finished layer to the map."
    },
    {
      "at": "2026-10-07T06:20:33.797689Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:20:34.173543Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:21:08.671985Z",
      "title": "Progress update",
      "detail": "I’ve inspected the trial output values too: the delivered artifact holds all 9 country rows with `benchmark_row_id`, exact 2021 values, and class numbers 1–5. I’m saving this tested computation now so the final execution can reuse the same verified method."
    },
    {
      "at": "2026-10-07T06:21:18.885885Z",
      "title": "propose_workflow",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:21:45.894454Z",
      "title": "Progress update",
      "detail": "The draft saved, but the compiler asked for two bookkeeping fixes: parameter paths must be relative to each processor’s inputs, and the contract scope must match the copied trial scope. I’m correcting those exact fields now rather than changing the method."
    },
    {
      "at": "2026-10-07T06:21:49.432122Z",
      "title": "propose_workflow",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:22:00.827425Z",
      "title": "Progress update",
      "detail": "The saved workflow is now runnable and still matches the tested computation. I’m executing that exact proposal next, then I’ll inspect the finished output, add the layer to the map, and attach the final selected result."
    },
    {
      "at": "2026-10-07T06:22:03.061644Z",
      "title": "execute_workflow",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:25:59.085267Z",
      "title": "get_workflow_run",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:26:00.461329Z",
      "title": "inspect_workflow_results",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:26:00.782245Z",
      "title": "list_map_layers",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:27:27.701946Z",
      "title": "Progress update",
      "detail": "I have the finished layer ID and final dataset selection. I’m doing one last bounded inspection of the final output’s rows and the final summary so the attached result uses the exact delivered artifact, legend breaks, and counts."
    },
    {
      "at": "2026-10-07T06:27:27.782697Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:27:27.859476Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:29:16.406958Z",
      "title": "Progress update",
      "detail": "The final dataset and map layer are already in place. I’m fetching the exact finished inspection receipts now so I can record the delivered counts, class field, and legend breaks against the published output itself."
    },
    {
      "at": "2026-10-07T06:29:16.498904Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:29:17.378003Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T06:30:19.362901Z",
      "title": "assess_result",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T06:30:27.854627Z",
      "title": "Progress update",
      "detail": "Blue asked me to restate the checks using the exact recorded acceptance-condition wording. I’m resubmitting the final assessment with those exact condition labels now."
    },
    {
      "at": "2026-10-07T06:30:35.206742Z",
      "title": "assess_result",
      "detail": "Recorded tool call · completed"
    }
  ],
  "workflow": [
    {
      "title": "Frozen country boundaries",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Quantile classes for 2021 withdrawals",
      "description": "Recorded vector-classify · succeeded"
    },
    {
      "title": "Southern Asia 2021 freshwater withdrawal",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Join 2021 withdrawals by country code",
      "description": "Recorded table-attribute-join · succeeded"
    },
    {
      "title": "Keep Southern Asia benchmark rows",
      "description": "Recorded vector-filter · succeeded"
    },
    {
      "title": "Frozen WDI water withdrawal table",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Frozen country boundaries",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Quantile classes for 2021 withdrawals",
      "description": "Recorded vector-classify · succeeded"
    },
    {
      "title": "Join 2021 withdrawals by country code",
      "description": "Recorded table-attribute-join · succeeded"
    },
    {
      "title": "Keep Southern Asia benchmark rows",
      "description": "Recorded vector-filter · succeeded"
    },
    {
      "title": "Keep Southern Asia benchmark rows",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Join 2021 withdrawals by country code",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Quantile classes for 2021 withdrawals",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Quantile classes for 2021 withdrawals",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Frozen WDI water withdrawal table",
      "description": "Recorded source · succeeded"
    }
  ],
  "previews": [],
  "activityDisclosure": "Recorded observable actions only, not private reasoning. Raw payloads, geometry, private links and credentials are omitted; full evidence is retained privately. Activity/workflow lists bounded at 500 entries.",
  "artifacts": [
    {
      "sha256": "d2eba1307030ec9521b10481373aaf1bb69d0609d4d88acac074d634d97af9ad",
      "bytes": 8404920,
      "finishedAt": "2026-10-07T06:14:07.687282+00:00"
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    {
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      "sha256": "1bf960bcf856caeb7fde6c9e14929dd17a4a84b175e78d9006176a713682a5be",
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    {
      "sha256": "a26863b506105ff7e49b194f32b2f68e470c9648daf31cb6c0ab513c168f78e3",
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      "finishedAt": "2026-10-07T06:25:24.785712+00:00"
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    {
      "sha256": "a26863b506105ff7e49b194f32b2f68e470c9648daf31cb6c0ab513c168f78e3",
      "bytes": 348658,
      "finishedAt": "2026-10-07T06:25:42.463343+00:00"
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  ],
  "snapshotSha256": "b1856baf1c4b888f41f7201fd1559156f5be160fb1add23877a8ece4afa29d57",
  "investigations": [
    {
      "at": "2026-10-07T06:13:56.803778Z",
      "tool": "run_trial",
      "status": "completed",
      "verdict": null,
      "findings": null,
      "limitations": null,
      "next_action": null,
      "question": "Does the full declared Southern Asia workflow retain every original boundary row, join ISO_A3 to Country Code exactly with unknowns preserved, and produce the required 2021 quantile classes and No data legend?"
    },
    {
      "at": "2026-10-07T06:18:56.488443Z",
      "tool": "assess_trial",
      "status": "completed",
      "verdict": "sufficient",
      "findings": "The full-scope trial retained 9 boundary features with SUBREGION = Southern Asia and preserved benchmark_row_id. The left join matched all 9 retained features from ISO_A3 to Country Code with 0 unmatched rows, and the joined 2021 field had 0 nulls in this geography. Quantile classification over these 9 known values produced 5 classes, 0 missing features, and class counts 2, 2, 1, 2, 2. The summary reports lower-inclusive upper-exclusive class intervals, which means values exactly equal to a break enter the upper class as requested.",
      "limitations": [
        "This remains a country-level 2021 indicator only; it does not show subnational variation or a new regional aggregate."
      ],
      "next_action": "Inspect the classified artifact rows and save the tested computation as the final workflow, then execute it and add the delivered layer to the map.",
      "question": null
    },
    {
      "at": "2026-10-07T06:30:19.362901Z",
      "tool": "assess_result",
      "status": "failed",
      "verdict": "sufficient",
      "findings": "The final workflow succeeded and added the delivered layer to the current map. The delivered artifact contains all 9 frozen Southern Asia benchmark country features, preserving geometry and benchmark_row_id, with exact joined 2021 freshwater withdrawal values in billion m³/year and the withdrawal_class field. All 9 retained features matched the frozen 2021 table, so unknown_count is 0 in this geography. The final legend uses 5 quantile classes with break values 5.83342, 14.4132, 32.7524, and 161.446; class 0 remains reserved for No data.",
      "limitations": [
        "Country-level 2021 values only; this does not show subnational withdrawal patterns or a new regional aggregate.",
        "The geography follows the frozen benchmark edition where SUBREGION = Southern Asia, not current membership changes.",
        "Quantile class breaks are specific to this frozen Southern Asia subset and year."
      ],
      "next_action": "Review the layer on the map or inspect the attached country dataset if you want the exact country values and classes.",
      "question": null
    },
    {
      "at": "2026-10-07T06:30:35.206742Z",
      "tool": "assess_result",
      "status": "completed",
      "verdict": "sufficient",
      "findings": "The final workflow succeeded and added the delivered layer to the current map. The delivered artifact contains all 9 frozen Southern Asia benchmark country features, preserving geometry and benchmark_row_id, with exact joined 2021 freshwater withdrawal values in billion m³/year and the withdrawal_class field. All 9 retained features matched the frozen 2021 table, so unknown_count is 0 in this geography. The final legend uses 5 quantile classes with break values 5.83342, 14.4132, 32.7524, and 161.446; class 0 remains reserved for No data.",
      "limitations": [
        "Country-level 2021 values only; this does not show subnational withdrawal patterns or a new regional aggregate.",
        "The geography follows the frozen benchmark edition where SUBREGION = Southern Asia, not current membership changes.",
        "Quantile class breaks are specific to this frozen Southern Asia subset and year."
      ],
      "next_action": "Review the layer on the map or inspect the attached country dataset if you want the exact country values and classes.",
      "question": null
    }
  ]
}
