{
  "schema": "tokki.qwen_flash.publication.v2",
  "destination": "jpmorard/tokki",
  "status": "passed",
  "timing_scope": "per_app_receipt_scopes",
  "apps": [
    {
      "schema": "tokki.qwen_flash.build.v2",
      "app": "iris",
      "status": "passed",
      "model": "Qwen/Qwen3.8-Flash-Next",
      "started_at": "2026-09-28T07:32:53.621347+00:00",
      "objective_sha256": "8c70535b312cdabd0dac4ef14b50fd4ad736007ffb52c4f642ed18cc24e6a692",
      "source": {
        "repository": "ageron/handson-ml3",
        "commit": "e707c2d659abafb9b1f9fd927907619a128db8d7",
        "url": "https://github.com/ageron/handson-ml3/blob/e707c2d659abafb9b1f9fd927907619a128db8d7/06_decision_trees.ipynb",
        "author": "Aur\u00e9lien G\u00e9ron",
        "license": "Apache-2.0",
        "sha256": "372942da91c17cee9892742ed4101c81b8088f8fb202d628eed631f3112ea7e9",
        "license_sha256": "e1925845017bf307c7d465af432e8bb20cbb6ce17b10cd323af59da717753075",
        "source_cells": 113,
        "retrieved_at": "2026-09-18T10:56:35.408196+00:00"
      },
      "inputs": {
        "source/provenance.json": "1bfe9c79317c5955faf1809fcd1515c2a67d66773dc692eed25637d3609e5315",
        "source/LICENSE": "e1925845017bf307c7d465af432e8bb20cbb6ce17b10cd323af59da717753075",
        "source/original.ipynb": "372942da91c17cee9892742ed4101c81b8088f8fb202d628eed631f3112ea7e9"
      },
      "validators": {
        "build-qwen-flash-demos": "9b4280c80c39e711d3617cbf5f75600552ab20d3f7b2e7cf9e26b6775543d2f1",
        "verify-qwen-flash-demo": "5ab492a79c0e6553a219441633e59a80dbc7ea192bb8f6f2692f4bdb93a06029",
        "notebook_verifier.py": "0246aa1399ca78e9e7036bba4dfde4bd5f90d4f211aad2fbb35fd282705a4e19",
        "notebook_execution_verifier.py": "0f94fbdf542f66b1878742bd1bdcc968e553d35a2b6aa5833972db5828079b60",
        "notebook_workflow_verifier.py": "7b3371ce440cf7ca63a0f3c70fd8ba3fc1af4f252307bd908e402425bc789e1d"
      },
      "environment": {
        "system": "Darwin",
        "machine": "arm64",
        "python": "3.13.14"
      },
      "human_app_code_edits": false,
      "build_seconds": 173.74978599953465,
      "generation_seconds": 125.62994712381624,
      "validation_seconds": 48.09211737290025,
      "timing_scope": "sum_of_active_build_attempts_including_generation_repairs_and_independent_acceptance",
      "timing_excludes": [
        "environment_installation",
        "cached_model_download",
        "publication",
        "browser_deployment_checks",
        "operator_gaps_between_attempts"
      ],
      "files": {
        "metrics.json": "e74454424132e6be14cbb8ed110c3ca4266a2341faaec6635322800601d052de",
        "models.py": "5f0fb15884c6ff6874d099e0b73afba2f7527f452050b0468a9b55e1630b48ce",
        "requirements.txt": "28e49231822019b9c14ae6b9ef8ee3b12f456317d26e66c631db4782c018a163",
        "notebook_import.json": "ce9a5492c94e1dc38af3cd162786bd62c76bad10ab70b0dcdd181d053f126a77",
        "app.py": "95c990bb6cb2dfab50d709a853623a67bea57b3306ac817450fc4daa40ab7310",
        "solution.ipynb": "dc9cc65684068f790f0613402bc9af5f072ae8af5372063a9d6934dc6b464022",
        "lab_stages.toml": "8886c3667e471a855d0594dd756f7ccc19fcb25757156387afecd56a452d1a01",
        "source/provenance.json": "1bfe9c79317c5955faf1809fcd1515c2a67d66773dc692eed25637d3609e5315",
        "source/LICENSE": "e1925845017bf307c7d465af432e8bb20cbb6ce17b10cd323af59da717753075",
        "source/original.ipynb": "372942da91c17cee9892742ed4101c81b8088f8fb202d628eed631f3112ea7e9"
      },
      "validation_sha256": "21f2cc375906ca12faff35989315d07afd8f081e0b4c30ab61bc48c2f3878ca1",
      "attempts": [
        {
          "number": 1,
          "status": "failed",
          "generation_seconds": 33.25440758303739,
          "validation_seconds": 35.39895929093473,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "models.py",
            "requirements.txt",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 68.66070200013928
        },
        {
          "number": 2,
          "status": "failed",
          "generation_seconds": 30.245789458043873,
          "validation_seconds": 1.7433348749764264,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "models.py",
            "requirements.txt",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 31.99307958316058
        },
        {
          "number": 3,
          "status": "failed",
          "generation_seconds": 31.128688332857564,
          "validation_seconds": 1.8540782080963254,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "models.py",
            "requirements.txt",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 32.990185915958136
        },
        {
          "number": 4,
          "status": "failed",
          "generation_seconds": 31.001061749877408,
          "validation_seconds": 1.7510861249174923,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "models.py",
            "requirements.txt",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 32.759541583945975
        },
        {
          "number": 5,
          "status": "passed",
          "generation_seconds": 0,
          "validation_seconds": 2.7443674160167575,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 0,
          "elapsed_seconds": 2.745078291045502
        },
        {
          "number": 6,
          "status": "passed",
          "generation_seconds": 0,
          "validation_seconds": 4.6002914579585195,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 0,
          "elapsed_seconds": 4.601198625285178
        }
      ],
      "build_models": "Qwen Flash",
      "request_statistics": {
        "requests": 4,
        "minimum": false,
        "responses": 4,
        "complete_responses": 4,
        "validation_only": 2,
        "method": "recorded generation calls; access checks and validation-only retries excluded"
      },
      "acceptance": {
        "notebook_and_ui": "passed",
        "workflow": "passed",
        "numerical": "passed",
        "generated_tests": {
          "status": "not_required",
          "executed_tests": 0
        }
      }
    },
    {
      "schema": "tokki.qwen_flash.build.v2",
      "app": "text",
      "status": "passed",
      "model": "Qwen/Qwen3.8-Flash-Next",
      "started_at": "2026-09-28T07:35:40.038481+00:00",
      "objective_sha256": "42d625beef5dab39d8f95fd138c329067ccb884309cb9abf92124c88dbcaa86d",
      "source": {
        "repository": "INRIA/scikit-learn-mooc",
        "commit": "3d1e8cdf7df6675d8a47d352d66b29dfea36587c",
        "url": "https://github.com/INRIA/scikit-learn-mooc/blob/3d1e8cdf7df6675d8a47d352d66b29dfea36587c/notebooks/dimred_text.ipynb",
        "source_kind": "github",
        "license": "not supplied",
        "sha256": "f0c28461d6efd5b15a60337b4cff6973922addd90cc36e5e093a6a603df5cef2",
        "source_cells": 21,
        "retrieved_at": "2026-09-19T14:40:17.644518+00:00"
      },
      "inputs": {
        "DATA_SOURCES.md": "ac0a6d6a65af486561bb7648786b9598886ed17f10d74d4341ed062ea75dea1a",
        "DATA_LICENSE": "7cb630e4dffd73bd1a4e9c7bc35c4718d89a73dbdf8a6377921a74a0ba03be18",
        "LICENSE": "f5b745ef98087f531e719ee8ca6a96809444573ecc7173c6fa68eaad39b3cc3f",
        "source/provenance.json": "98f51baeb5536f13fe103d38c899f7b7ebe6cd76d01217a062b92858977f289e",
        "source/original.ipynb": "f0c28461d6efd5b15a60337b4cff6973922addd90cc36e5e093a6a603df5cef2",
        "data/wiki_news.csv": "b4546c2bfaa4499c6a079e9379e825dd4695d4382355c0ac9dd8da1a6da42818"
      },
      "validators": {
        "build-qwen-flash-demos": "9b4280c80c39e711d3617cbf5f75600552ab20d3f7b2e7cf9e26b6775543d2f1",
        "verify-qwen-flash-demo": "5ab492a79c0e6553a219441633e59a80dbc7ea192bb8f6f2692f4bdb93a06029",
        "notebook_verifier.py": "0246aa1399ca78e9e7036bba4dfde4bd5f90d4f211aad2fbb35fd282705a4e19",
        "notebook_execution_verifier.py": "0f94fbdf542f66b1878742bd1bdcc968e553d35a2b6aa5833972db5828079b60",
        "notebook_workflow_verifier.py": "7b3371ce440cf7ca63a0f3c70fd8ba3fc1af4f252307bd908e402425bc789e1d"
      },
      "environment": {
        "system": "Darwin",
        "machine": "arm64",
        "python": "3.13.14"
      },
      "human_app_code_edits": false,
      "build_seconds": 242.6360719583463,
      "generation_seconds": 213.5490861660801,
      "validation_seconds": 29.041256125085056,
      "timing_scope": "sum_of_active_build_attempts_including_generation_repairs_and_independent_acceptance",
      "timing_excludes": [
        "environment_installation",
        "cached_model_download",
        "publication",
        "browser_deployment_checks",
        "operator_gaps_between_attempts"
      ],
      "files": {
        "DATA_SOURCES.md": "ac0a6d6a65af486561bb7648786b9598886ed17f10d74d4341ed062ea75dea1a",
        "DATA_LICENSE": "7cb630e4dffd73bd1a4e9c7bc35c4718d89a73dbdf8a6377921a74a0ba03be18",
        "LICENSE": "f5b745ef98087f531e719ee8ca6a96809444573ecc7173c6fa68eaad39b3cc3f",
        "requirements.txt": "5aee4f10fe3a4c3f11e55d1b369cb240e0f62d73800c9d91dc211f7529f7b51c",
        "text_core.py": "9222af623b947061c47730353d83e74ab5d08cc13c076c97312da39d5537d009",
        "pyproject.toml": "dbd4e77464bd56ba43837159e6a71a7dfdb89a4e715d0098ddb8fd4439ee6864",
        "results.json": "1336ac01eb6401094ab80ab060a226eb63eabf3c43dadad1a6929c32d064709e",
        "README.md": "017a747332b0a73fd69cb8191f8ee2435cda9f32bd67ad43d5e092153939e189",
        "notebook_import.json": "a15e0495ca7742d044d94b9335420fe24c733a50e0affd6e06696d9720ab4fe8",
        "app.py": "fa272321b86a82bfc477d72cd0d4b3cb959be1cba593fa2132287537f61b0dd1",
        "solution.ipynb": "4a0ed816508f2b6289fffc9b21318e475592db4f4780397862f1d211ff4bc66a",
        "NOTICE.md": "00dcb829337f4b01e3e0ac686c8bff5b352ff1f6caa80cefc6b1d73e2f913a14",
        "lab_stages.toml": "a10a8d7a2c615caa9fdaadbd339f91299603472108e443e9cffd4e384843f3ce",
        "source/provenance.json": "98f51baeb5536f13fe103d38c899f7b7ebe6cd76d01217a062b92858977f289e",
        "source/original.ipynb": "f0c28461d6efd5b15a60337b4cff6973922addd90cc36e5e093a6a603df5cef2",
        "data/wiki_news.csv": "b4546c2bfaa4499c6a079e9379e825dd4695d4382355c0ac9dd8da1a6da42818"
      },
      "validation_sha256": "54c417e03862bd330826a645a0f2099ddcd7d3de8ca72c8e71f4af5f92221666",
      "attempts": [
        {
          "number": 1,
          "status": "failed",
          "generation_seconds": 75.59899166692048,
          "validation_seconds": 3.0957578332163393,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "NOTICE.md",
            "README.md",
            "app.py",
            "pyproject.toml",
            "requirements.txt",
            "solution.ipynb",
            "text_core.py"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 78.71149183390662
        },
        {
          "number": 2,
          "status": "failed",
          "generation_seconds": 37.394545167218894,
          "validation_seconds": 4.970808624988422,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "text_core.py"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 42.368357667000964
        },
        {
          "number": 3,
          "status": "failed",
          "generation_seconds": 49.69232704094611,
          "validation_seconds": 4.421926291892305,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "solution.ipynb",
            "text_core.py"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 54.1283091660589
        },
        {
          "number": 4,
          "status": "failed",
          "generation_seconds": 50.8632222909946,
          "validation_seconds": 4.602759915869683,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "solution.ipynb",
            "text_core.py"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 55.471993166022
        },
        {
          "number": 5,
          "status": "passed",
          "generation_seconds": 0,
          "validation_seconds": 6.173684542067349,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 0,
          "elapsed_seconds": 6.176737375091761
        },
        {
          "number": 6,
          "status": "passed",
          "generation_seconds": 0,
          "validation_seconds": 5.776318917050958,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 0,
          "elapsed_seconds": 5.779182750266045
        }
      ],
      "build_models": "Qwen Flash",
      "request_statistics": {
        "requests": 4,
        "minimum": false,
        "responses": 4,
        "complete_responses": 4,
        "validation_only": 2,
        "method": "recorded generation calls; access checks and validation-only retries excluded"
      },
      "acceptance": {
        "notebook_and_ui": "passed",
        "workflow": "passed",
        "numerical": "passed",
        "generated_tests": {
          "status": "not_required",
          "executed_tests": 0
        }
      }
    },
    {
      "schema": "tokki.qwen_flash.build.v2",
      "app": "forecast",
      "status": "passed",
      "model": "Qwen/Qwen3.8-Flash-Next",
      "started_at": "2026-09-28T07:39:30.740958+00:00",
      "objective_sha256": "9286b693690b31e011504cd1269b4ae6567f3ea547cbb81c55b627d7210247b3",
      "source": {
        "repository": "amazon-science/chronos-forecasting",
        "commit": "10afa9ebe016e514f9d7dc1aa873f66af57e116b",
        "url": "https://github.com/amazon-science/chronos-forecasting/blob/10afa9ebe016e514f9d7dc1aa873f66af57e116b/notebooks/chronos-2-quickstart.ipynb",
        "source_kind": "github",
        "license": "not supplied",
        "sha256": "c33dc42f9f131c706dee79b83c88bd983b6a1535c1d591219c8da27b6f2d6559",
        "source_cells": 39,
        "retrieved_at": "2026-09-18T20:16:01.770924+00:00"
      },
      "inputs": {
        "MODEL_LICENSE": "09e8a9bcec8067104652c168685ab0931e7868f9c8284b66f5ae6edae5f1130b",
        "source/provenance.json": "57a2bfee62865c5e28468768e31963d58cb6a59282c31d41abd993a5d01aa1f9",
        "source/LICENSE": "09e8a9bcec8067104652c168685ab0931e7868f9c8284b66f5ae6edae5f1130b",
        "source/original.ipynb": "c33dc42f9f131c706dee79b83c88bd983b6a1535c1d591219c8da27b6f2d6559"
      },
      "validators": {
        "build-qwen-flash-demos": "62648a3f34243351cf1ceb26a0b72cba56d73893179df051877fede6ca98aba9",
        "verify-qwen-flash-demo": "5ab492a79c0e6553a219441633e59a80dbc7ea192bb8f6f2692f4bdb93a06029",
        "notebook_verifier.py": "0246aa1399ca78e9e7036bba4dfde4bd5f90d4f211aad2fbb35fd282705a4e19",
        "notebook_execution_verifier.py": "0f94fbdf542f66b1878742bd1bdcc968e553d35a2b6aa5833972db5828079b60",
        "notebook_workflow_verifier.py": "7b3371ce440cf7ca63a0f3c70fd8ba3fc1af4f252307bd908e402425bc789e1d"
      },
      "environment": {
        "system": "Darwin",
        "machine": "arm64",
        "python": "3.13.14"
      },
      "human_app_code_edits": false,
      "build_seconds": 190.90012987400405,
      "generation_seconds": 142.6693997499533,
      "validation_seconds": 48.212603292195126,
      "timing_scope": "sum_of_active_build_attempts_including_generation_repairs_and_independent_acceptance",
      "timing_excludes": [
        "environment_installation",
        "cached_model_download",
        "publication",
        "browser_deployment_checks",
        "operator_gaps_between_attempts"
      ],
      "files": {
        "MODEL_LICENSE": "09e8a9bcec8067104652c168685ab0931e7868f9c8284b66f5ae6edae5f1130b",
        "pyproject.toml": "c07974206ea29fe7cfb668ecab294d49786f77ce2b85374376a443f5cf25225a",
        "results.json": "a3f577f843fcf45dba38068fbd748984bffae3ae11c29cf58b2de89d727d644a",
        "forecast_core.py": "5bbdbb2a1412f8f1873beeaf841dfca4870ed99935a3f6ce4eab29dae05b2936",
        "notebook_import.json": "1b0475e3f0654671cb00df3bcba8a65fee3bfa1ca7c19d569544a10e3b92c3c8",
        "app.py": "412885cf8de55e6f31cf2f146303efceb129c7a13dcb519f26b17fd26ac4b18a",
        "solution.ipynb": "e29281549a102287506ea8e539b503f3c4fa9b31fe5d4fa263907ba7ff93ce90",
        "lab_stages.toml": "9e6a4cb70845643a42acb3e7a25128408b2088062faac294bf337eef64cc40c9",
        "source/provenance.json": "57a2bfee62865c5e28468768e31963d58cb6a59282c31d41abd993a5d01aa1f9",
        "source/LICENSE": "09e8a9bcec8067104652c168685ab0931e7868f9c8284b66f5ae6edae5f1130b",
        "source/original.ipynb": "c33dc42f9f131c706dee79b83c88bd983b6a1535c1d591219c8da27b6f2d6559"
      },
      "validation_sha256": "b6214c2b9c31191616bafdb253fd8e972bc722739bae9fa588e6bf74c5eddc7e",
      "attempts": [
        {
          "number": 1,
          "status": "failed",
          "generation_seconds": 65.82836712501012,
          "validation_seconds": 11.816894999938086,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "forecast_core.py",
            "pyproject.toml",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 77.65623304108158
        },
        {
          "number": 2,
          "status": "failed",
          "generation_seconds": 58.12273012497462,
          "validation_seconds": 4.710697167087346,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "app.py",
            "forecast_core.py",
            "pyproject.toml",
            "solution.ipynb"
          ],
          "validation_exit": 1,
          "elapsed_seconds": 62.83692558296025
        },
        {
          "number": 3,
          "status": "passed",
          "generation_seconds": 18.71830249996856,
          "validation_seconds": 9.574008625000715,
          "reported_model": "Qwen/Qwen3.8-Flash-Next",
          "finish_reason": "stop",
          "written_files": [
            "solution.ipynb"
          ],
          "validation_exit": 0,
          "elapsed_seconds": 28.294122957857326
        },
        {
          "number": 4,
          "status": "failed",
          "generation_seconds": 0,
          "validation_seconds": 13.194734500255436,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 1,
          "elapsed_seconds": 13.195445500314236
        },
        {
          "number": 5,
          "status": "passed",
          "generation_seconds": 0,
          "validation_seconds": 8.916267999913543,
          "kind": "acceptance_retry_without_code_changes",
          "validation_exit": 0,
          "elapsed_seconds": 8.917402791790664
        }
      ],
      "build_models": "Qwen Flash",
      "request_statistics": {
        "requests": 3,
        "minimum": false,
        "responses": 3,
        "complete_responses": 3,
        "validation_only": 2,
        "method": "recorded generation calls; access checks and validation-only retries excluded"
      },
      "acceptance": {
        "notebook_and_ui": "passed",
        "workflow": "passed",
        "numerical": "passed",
        "generated_tests": {
          "status": "not_required",
          "executed_tests": 0
        }
      }
    },
    {
      "schema": "tokki.qwen_flash.local_build.v1",
      "status": "passed",
      "app": "threading",
      "objective_sha256": "462ac2be1901291ff4dbc0cf05a206aac806c9143e17f53576b80b73ae88fb27",
      "source_inputs_manifest_sha256": "a29d1789bce6d7657237da6f7b52bc98c98d05cd778c18c3c8eca4458daa9854",
      "human_app_code_edits": false,
      "model_identity_scope": "owner_preparation_manifest_not_remote_loaded_weights_attestation",
      "cloud_api_cost_usd": 0,
      "cost_accounting_scope": "no_external_cloud_api_called_by_this_builder",
      "model": {
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "revision": "38bb39ee97821de2c9009abb7e93950eec396e66",
        "quantization": "UD-Q4_K_XL",
        "total_bytes": 111334654784,
        "artifacts": [
          {
            "sha256": "4448186216b3af4cc558bbce2c3213f01608f8f8b2e5267a9767971dd3ec8082",
            "bytes": 10946624
          },
          {
            "sha256": "3f342f1c1580473f1ee94ddd5b28206e8c07a70fa1a366f59d1d6c922919a6c9",
            "bytes": 49859583136
          },
          {
            "sha256": "56758f40269cad5cd9b0d3d6fbae0f40f6d5be6de49e4ab392dbe83157d9cbd3",
            "bytes": 49376141504
          },
          {
            "sha256": "753bda48b98ba4f1636134a90a967de1b2d3908a236c026e464777342e53510a",
            "bytes": 12087983520
          }
        ]
      },
      "backend": {
        "engine": "llama.cpp",
        "version": "0.4.1-dev (build 11097, commit ec5a12b85)",
        "sha256": "a2bd026bc0c264dfa543497bd5e069876909c6926ddae9196dd0c9f08ce3a9b2",
        "execution": "CPU-only"
      },
      "validation_sha256": "5244d8f584b4ef81904846bd65bb6bfc95e6cf2231ff5849269993d795723f4b",
      "acceptance_orchestrator_sha256": "5dcc8d1b5fe6cdbc8902f487e3bd6007731ff4ed3529d9c987b9e8ed0c0f8489",
      "coordinator_assistance": {
        "prompt_interventions": 4,
        "description": "Coordinator diagnostic assistance; application code generated by quantized Qwen Flash-Next"
      },
      "history": {
        "model_requests": 7,
        "responses": 6,
        "complete_responses": 6,
        "build_seconds": 19151.099786250386,
        "generation_seconds": 19133.97653941624,
        "validation_seconds": 10.412328292615712,
        "validation_only": 0,
        "attempts": 7,
        "coordinator_prompt_interventions": 4,
        "accounting_scope": "provided_complete_native_receipt_lineage",
        "lineage_manifest_sha256": "4fc80a056c719aa594b6f1716c802b299c166d1c27cf4544e3959b7f223eee17",
        "native_receipt_sha256": [
          "84aeacffbc73758bd2b886ed8dfaf1f9cc38f7485cc8cb9dcee16a489671d1c2",
          "b996245864d92683661771b74c781682fccbe3b4bba67e6061a80da05656e8b0",
          "e32f90da6add24f2f0cfdcbb3efaeea022c6056ce78ad81c7cf15122df5bf909",
          "2333e270fc4ed476e185109fe09e5738a7b77ce7f22fb94a66dc654408c1808f",
          "7f5d452c53ca08bc1b1a7a8d9e3648f24c1c0eaf6bb93be4f2daad241d230099"
        ],
        "usage": null,
        "usage_status": "unreported"
      },
      "timing_scope": "active_generation_attempts_and_independent_acceptance",
      "timing_excludes": [
        "investigation",
        "model_download",
        "backend_preparation",
        "environment_installation",
        "publication",
        "deployment_checks",
        "operator_gaps"
      ],
      "build_seconds": 19151.099786250386,
      "generation_seconds": 19133.97653941624,
      "validation_seconds": 10.412328292615712,
      "usage": null,
      "usage_status": "unreported",
      "attempts": [
        {
          "number": 1,
          "status": "passed",
          "generation_request_attempted": true,
          "generation_seconds": 3999.867527832743,
          "validation_seconds": 5.701809875201434,
          "elapsed_seconds": 4006.4973259591497
        }
      ],
      "attempts_scope": "terminal_trial_only; cumulative counts and measurements are in history",
      "build_models": "Qwen Flash-Next \u00b7 UD-Q4_K_XL \u00b7 local CPU",
      "request_statistics": {
        "requests": 7,
        "minimum": false,
        "responses": 6,
        "complete_responses": 6,
        "validation_only": 0,
        "accounting_scope": "provided_complete_native_receipt_lineage",
        "method": "Qwen generation HTTP POST attempts, including transport failures; coordinator exchanges excluded"
      },
      "acceptance": {
        "notebook_and_ui": "passed",
        "workflow": "passed",
        "numerical": "passed",
        "generated_tests": {
          "status": "passed",
          "runner": "pytest",
          "executed_tests": 14,
          "collected_tests": 14,
          "skipped_tests": 0,
          "report_sha256": "2b8f46cfbd095dc04720959c1b5f95aa4b9cc4d62f04c0b8fa119cfec1d5bf63"
        }
      }
    },
    {
      "schema": "tokki.qwen_flash.local_build.v1",
      "status": "passed",
      "app": "milp",
      "objective_sha256": "c00c87cd304e1556e116afe461600d15d68343823292f1e92dbb1f326a323183",
      "source_inputs_manifest_sha256": "a29d1789bce6d7657237da6f7b52bc98c98d05cd778c18c3c8eca4458daa9854",
      "human_app_code_edits": false,
      "model_identity_scope": "owner_preparation_manifest_not_remote_loaded_weights_attestation",
      "cloud_api_cost_usd": 0,
      "cost_accounting_scope": "no_external_cloud_api_called_by_this_repair_controller",
      "model": {
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "revision": "38bb39ee97821de2c9009abb7e93950eec396e66",
        "quantization": "UD-Q4_K_XL",
        "total_bytes": 111334654784,
        "artifacts": [
          {
            "sha256": "4448186216b3af4cc558bbce2c3213f01608f8f8b2e5267a9767971dd3ec8082",
            "bytes": 10946624
          },
          {
            "sha256": "3f342f1c1580473f1ee94ddd5b28206e8c07a70fa1a366f59d1d6c922919a6c9",
            "bytes": 49859583136
          },
          {
            "sha256": "56758f40269cad5cd9b0d3d6fbae0f40f6d5be6de49e4ab392dbe83157d9cbd3",
            "bytes": 49376141504
          },
          {
            "sha256": "753bda48b98ba4f1636134a90a967de1b2d3908a236c026e464777342e53510a",
            "bytes": 12087983520
          }
        ]
      },
      "backend": {
        "engine": "llama.cpp",
        "version": "0.4.1-dev (build 11097, commit ec5a12b85)",
        "sha256": "a2bd026bc0c264dfa543497bd5e069876909c6926ddae9196dd0c9f08ce3a9b2",
        "execution": "CPU-only"
      },
      "validation_sha256": "cbe1a553f9bd7af2e3abc4a39c98fffd317bc2ef33d984b4f14420d541192007",
      "acceptance_orchestrator_sha256": "5dcc8d1b5fe6cdbc8902f487e3bd6007731ff4ed3529d9c987b9e8ed0c0f8489",
      "coordinator_assistance": {
        "prompt_interventions": 5,
        "description": "Coordinator diagnostic assistance; application code generated by quantized Qwen Flash-Next"
      },
      "history": {
        "model_requests": 6,
        "responses": 5,
        "complete_responses": 5,
        "build_seconds": 20624.404809916858,
        "generation_seconds": 20550.574720833916,
        "validation_seconds": 68.34338658349589,
        "validation_only": 1,
        "attempts": 6,
        "coordinator_prompt_interventions": 5,
        "accounting_scope": "provided_complete_native_receipt_lineage",
        "lineage_manifest_sha256": "4fc80a056c719aa594b6f1716c802b299c166d1c27cf4544e3959b7f223eee17",
        "native_receipt_sha256": [
          "44be9c5eb13edf42d08a1d94485ee7a590504558e45cd5d07095f55e6dea857e",
          "31fbcd0ab4cd038350b1c9a13d8ab9caf07adb5a844121576361739d11fdd235",
          "e4c79dcefe9967c78e7e8cbdc80c29b5533669e1a409bfc5d2aed39f8b9eca24",
          "34c7c3cdde17214dcedf220140a97763c46c5422bb4ae8ca1e479178b46510f8",
          "b2b24e6e028bf3a72b37652b48e7fdefd1ee11cd76765dd4871bd6b53241b38f",
          "fd24d2b78f1eba7a46e165288073712c8e17873c9e32fc3a05ac0ca745738fb8"
        ],
        "usage": null,
        "usage_status": "unreported"
      },
      "timing_scope": "active_generation_attempts_and_independent_acceptance",
      "timing_excludes": [
        "investigation",
        "model_download",
        "backend_preparation",
        "environment_installation",
        "publication",
        "deployment_checks",
        "operator_gaps"
      ],
      "build_seconds": 20624.404809916858,
      "generation_seconds": 20550.574720833916,
      "validation_seconds": 68.34338658349589,
      "usage": null,
      "usage_status": "unreported",
      "attempts": [
        {
          "number": 1,
          "status": "passed",
          "generation_request_attempted": true,
          "generation_seconds": 598.2891139169224,
          "validation_seconds": 39.82934845844284,
          "elapsed_seconds": 639.1726128747687
        }
      ],
      "attempts_scope": "terminal_trial_only; cumulative counts and measurements are in history",
      "build_models": "Qwen Flash-Next \u00b7 UD-Q4_K_XL \u00b7 local CPU",
      "request_statistics": {
        "requests": 6,
        "minimum": false,
        "responses": 5,
        "complete_responses": 5,
        "validation_only": 1,
        "accounting_scope": "provided_complete_native_receipt_lineage",
        "method": "Qwen generation HTTP POST attempts, including transport failures; coordinator exchanges excluded"
      },
      "seeded_repair": {
        "schema": "tokki.qwen_flash.local_seeded_milp_repair.v2",
        "status": "passed",
        "additional_model_requests": 1,
        "original_receipt_sha256": "af2922471dc0b015d04609ad246a5b22e5883587b803c724dd8364a91123850a",
        "saved_response_sha256": "db352dc8d7dad0b3898bd608ceead94341122f0cb578644068bbaa35e2e65056",
        "frozen_criteria_proof_sha256": "346bbad12daf66ad5e5e8f4132408062e4cb657086f19919c496df195182e4b2",
        "repair_controller_sha256": "37a677ec1f2dc2d10fd6b622b31b248c1df622a0b683eb7aa3ba88d88b362d86",
        "recovery_helper_sha256": "af5287ea6ca35f6acf08cdc474d583f3212f03dd84beef14a79b63ab6b008ef8",
        "seed_values_sha256": {
          "energy_core.py": "427dd44a48ab88fd757987bfa2ad96358e05464633ae700ad2e80d253793339a",
          "energy_runner.py": "5e89736b1d8fdff7da3b9e0006dfbccfb9e6fa9da9160d9d87002c50149f49b7",
          "app.py": "79b0d96390a4baf99332b6d1c4bbb0b22ac41c8ab37d281fbcf856ecbdd6e44c",
          "solution.ipynb": "a4134c5f73f6d7afa8e0d5710fffeffc2742257857d68b44582019610e5e4a2d",
          "tests.py": "b3cf419b9e9e5edddc760e95af6bae2921a90e81a23440257bd73507a501012a",
          "requirements.txt": "82b1c5d915e62d0946099eb5b3871cb59213b915daf837e121ae4113a9cec744",
          "pyproject.toml": "38255d9ab935f2404132a00ba7af923bc95dbed5f39cbb2715bf6eb7164e0d05",
          "README.md": "5d9e09f1039e05d56ab477a9c4154e6539a6b0031f36002f686f0901695ee394"
        },
        "mutable_outputs": [
          "tests.py"
        ],
        "preserved_values_sha256": {
          "energy_core.py": "427dd44a48ab88fd757987bfa2ad96358e05464633ae700ad2e80d253793339a",
          "energy_runner.py": "5e89736b1d8fdff7da3b9e0006dfbccfb9e6fa9da9160d9d87002c50149f49b7",
          "app.py": "79b0d96390a4baf99332b6d1c4bbb0b22ac41c8ab37d281fbcf856ecbdd6e44c",
          "solution.ipynb": "a4134c5f73f6d7afa8e0d5710fffeffc2742257857d68b44582019610e5e4a2d",
          "requirements.txt": "82b1c5d915e62d0946099eb5b3871cb59213b915daf837e121ae4113a9cec744",
          "pyproject.toml": "38255d9ab935f2404132a00ba7af923bc95dbed5f39cbb2715bf6eb7164e0d05",
          "README.md": "5d9e09f1039e05d56ab477a9c4154e6539a6b0031f36002f686f0901695ee394"
        },
        "prompt_sha256": "e916f23e3f688d0c3934d7448e148402c516eb40272937e3aba15739cc949a99",
        "repair_response_sha256": "1e0c314d7c84cba8754a7f27912f298a835cd882ff63d523970aeabca4e4ea51",
        "repair_stage": "tests-only",
        "seed_overlay": {
          "schema": "tokki.qwen_flash.local_seeded_milp_three_file_overlay.v1",
          "receipt_sha256": "b2b24e6e028bf3a72b37652b48e7fdefd1ee11cd76765dd4871bd6b53241b38f",
          "response_sha256": "fefdc4c5073d4ca85c9a0ef2a9ece9783b79583ab75ce0a25cb1529cf16844b7",
          "values_sha256": {
            "energy_core.py": "427dd44a48ab88fd757987bfa2ad96358e05464633ae700ad2e80d253793339a",
            "app.py": "79b0d96390a4baf99332b6d1c4bbb0b22ac41c8ab37d281fbcf856ecbdd6e44c",
            "tests.py": "b3cf419b9e9e5edddc760e95af6bae2921a90e81a23440257bd73507a501012a"
          },
          "original_controller_sha256": "579273ce25a0a351a1c815e3a7f9bab58f037c383b98f0a1e229611bf308045b"
        },
        "description": "Tests repaired by Qwen in one new generation POST; seven saved-response application files preserved.",
        "independent_ui": {
          "status": "passed",
          "checks": {
            "analysis_isolated_and_supervised": "passed",
            "scaling_isolated_and_supervised": "passed",
            "busy_blocks_both": "passed"
          },
          "verifier_sha256": "c02f42b4ea61ac6b9a4fd0c4cc4227bc07a3b3bff0821e8feddea1a5ec75b1d7",
          "report_sha256": "3bf24921133b168bf1e2cf5a4a4529a18585f75fc3d83ed0fc0ef71d50fc5985"
        }
      },
      "acceptance": {
        "notebook_and_ui": "passed",
        "workflow": "passed",
        "numerical": "passed",
        "generated_tests": {
          "status": "passed",
          "runner": "pytest",
          "executed_tests": 11,
          "collected_tests": 11,
          "skipped_tests": 0,
          "report_sha256": "1d0cfca3f7c789cfca6834a8fee0529ae1735fff2762ab5c5cfae9eac32c362b"
        }
      }
    }
  ],
  "request_statistics": {
    "iris_astra": {
      "requests": 16,
      "minimum": true,
      "responses": 16,
      "complete_responses": null,
      "validation_only": null,
      "method": "distinct cumulative usage records in the bound build session and time window; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/notebook_agent_demo/result.json",
        "receipt_sha256": "998bccae84256cc994df8aba1a191575d9e9c448516d29da3b6477fbdf06aff0",
        "trace_sha256": [
          "4e2be7b4491c298646f4d2c7682541bf6034a84e698cfde8a8f84deb04dc6b7c"
        ]
      }
    },
    "iris_mac": {
      "requests": 3,
      "minimum": true,
      "responses": 3,
      "complete_responses": 3,
      "validation_only": null,
      "method": "distinct saved API replies; unrecorded failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/notebook_agent_local_demo/result.json",
        "receipt_sha256": "16366181cab97fdfbad1fb48402237951d318a9f17e2d483291c681ae20fd1a9",
        "trace_sha256": [
          "5e5c3dc0e2d1869f1227c1c3e030f42221fb7edae020386c83e74f8215d93693",
          "abf567d30da6914851f3aee035b79202c2f3c378448b13ceab69c8b6fa446bff",
          "ac2c0399df5d28608fc9d5457152614ab69709f4eb89b4598d0e51a7a79b9292"
        ]
      }
    },
    "iris_rtx": {
      "requests": 26,
      "minimum": true,
      "responses": 26,
      "complete_responses": null,
      "validation_only": null,
      "method": "recorded OpenCode model reply messages in the published build receipt; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/notebook_agent_rtx_demo/result.json",
        "receipt_sha256": "704f7b07e187032ae96ab0c543cb5d0201cb04ac109b4ea74a097d07e680d4a8",
        "trace_sha256": []
      }
    },
    "text_astra": {
      "requests": 18,
      "minimum": true,
      "responses": 18,
      "complete_responses": null,
      "validation_only": null,
      "method": "distinct cumulative usage records in the bound build session and time window; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/text_notebook_demo_astra/result.json",
        "receipt_sha256": "da744df3d2ceef4a2fda0505362909154ce95c393ae61bc02fe81ceb43d32d24",
        "trace_sha256": [
          "c4905be4ca57f56f35835e16e06a96a1d17879baed94db7e46d534422b718071"
        ]
      }
    },
    "text_mac": {
      "requests": 3,
      "minimum": true,
      "responses": 3,
      "complete_responses": 3,
      "validation_only": null,
      "method": "distinct saved API replies; unrecorded failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/text_notebook_demo/result.json",
        "receipt_sha256": "02ffa25eac38961f00d0a22cfb3a8ac63e3150e7141f7b1aef0f00cd48a0a3ad",
        "trace_sha256": [
          "2e24e90943329542495210edec5940d6f69f464fc127ba8b92b7a939a88f7629",
          "c3d4bce26c11c8cc7e8062d7e1ec7fbed252abef22c4e843523fd97e21d57933",
          "e28c7e3bc72ddec088edabdd940227c492d7600f1c758103590e6f2339bbab13"
        ]
      }
    },
    "text_rtx": {
      "requests": 60,
      "minimum": true,
      "responses": 60,
      "complete_responses": null,
      "validation_only": null,
      "method": "recorded OpenCode model reply messages in the published build receipt; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/text_notebook_demo_rtx/result.json",
        "receipt_sha256": "cb373d53c714de7ea8ff89eef3b97709fee97d2502d654f0ca22f19275275bc5",
        "trace_sha256": []
      }
    },
    "forecast_astra": {
      "requests": 15,
      "minimum": true,
      "responses": 15,
      "complete_responses": null,
      "validation_only": null,
      "method": "distinct cumulative usage records in the bound build session and time window; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/forecast_notebook_demo_astra/result.json",
        "receipt_sha256": "379ac5e20ad8a4bf958d151d63ea96f1acd5052ffa8710b6db93ed115f24cbd2",
        "trace_sha256": [
          "86c3b887c6134b1ef56ed67a5dda9de5294480c0cfa66cc8ea05b5bd416adc70"
        ]
      }
    },
    "forecast_mac": {
      "requests": 5,
      "minimum": true,
      "responses": 5,
      "complete_responses": 5,
      "validation_only": null,
      "method": "distinct saved API replies; unrecorded failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/forecast_notebook_demo/result.json",
        "receipt_sha256": "941aef665a320ee7cc21d8a7b21eb506a4451dbae1f8830426b0682d588a53cf",
        "trace_sha256": [
          "47f084a308486cf825e055d612fe128a27f7380a38b647d23395d0c325ab0f41",
          "4ce81e353abdf425d07b730a0c4b98d1ed71ad1adf85ed89c09b274029c29c1c",
          "787f9574fad84d64b48c6b5064ff76c5ab53b2b74afeb4c41d72c17deb9718ef",
          "9b22faf2bf9f59b2088032fe554ef3a0e78d9239000e245e9d89272d2fdc1983",
          "9e4010314940db1a5a34c3a9929cc08890f698a21cc1cfe8d2b673fd78154aa6"
        ]
      }
    },
    "forecast_rtx": {
      "requests": 98,
      "minimum": true,
      "responses": 98,
      "complete_responses": null,
      "validation_only": null,
      "method": "recorded OpenCode model reply messages in the published build receipt; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/forecast_notebook_demo_rtx/result.json",
        "receipt_sha256": "a88d55106871b05f9a305e7f7518e0743ed613e59dad188e8c75a4fd931b2d35",
        "trace_sha256": []
      }
    },
    "threading_astra": {
      "requests": 18,
      "minimum": true,
      "responses": 18,
      "complete_responses": null,
      "validation_only": null,
      "method": "distinct cumulative usage records in the bound build session and time window; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/free_threading_demo_astra/result.json",
        "receipt_sha256": "66bc68dff5ec85dcefa218dc993fd4c8d896858a26616e9e68de4c54c5b1faaf",
        "trace_sha256": [
          "187859be126e290df7e90401b1f151996425337015b74f8bc15ae89be3a80d6b"
        ]
      }
    },
    "threading_mac": {
      "requests": 19,
      "minimum": true,
      "responses": 19,
      "complete_responses": 18,
      "validation_only": null,
      "method": "distinct saved API replies; unrecorded failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/free_threading_demo/result.json",
        "receipt_sha256": "1b96efb9a2c039bdf0a50739cf785226f8e2ce8b6cabd254cfe4e2bc2a5a5598",
        "trace_sha256": [
          "2d0dd030260507d476d0b0202a19142e4e90fd9d53ab85e48f5822ce12d480ab",
          "3441618623717a32bb856e71e68d6ef1e65fc6067185c57676d3cb638046b54a",
          "385fcfd180efbe661f31973e62cfbf4002ff4efedb5b90773865c3ed247fe990",
          "3c2dea0f0150f7eb3acc720ff41f103a40b88b6430f68d7d79edd2f62e1ce2e1",
          "40f1e8d559571471947b2cd634871f4adc0be0ccabf5d9545c5391da856ca094",
          "4141396cdc9e75ce95969cb5fc4c61ae4a078ce9c62f6e08371babe608804b8c",
          "4e344d395c911d47457e661b5ba43686ee8d83445603e44d6dba873ecb0447ba",
          "538073ef6889c86b5dcc11d6a797fbd149b9e017fb8aca8379f7bac502bc303c",
          "5b0c9b5d3cc3b63f8de3a0923146454bd8900e14e7c09f0484dc99fbf46dcbf0",
          "5cc2030359b34bdef16896b940e6596196264290b5bb559ca30f6f1c624f2071",
          "642ee388012d03234b34cbaa28a235090d42ceb73366f6849bd3477def682a52",
          "6b2f446b0328b7e47581eaeb4e0e099f7f97046a6c7eff414e387231eb26a259",
          "7e20a6e3b11a1954eafb6f0b2641af842fb4fdefa6a90f458f68abc2019cffe6",
          "a35557ac2f21f136e426d72778fb03bf63e4b64d7e4f30cee5f5bfdb8698c13d",
          "b12b863f3b412b4700afa913b39609c61514bf8665fc7e298b999ceba6e1d305",
          "c2b79c0c25499398af98afba8e17f0f01c65af34882986b9fc39b38bd0d57c2a",
          "d2c96e5abd9c129df16fc788c55a5fbabf3c867fd2db57c766592560f4e8743a",
          "d44c64e2c92947214c9fb12b99efaf1b6a3a96cee4b45d8809c8996518babc9c",
          "ebd70b39dad1b3f7ba2d40101a7a6ed3409e274ddb4f7051833e55d74a7df96b"
        ]
      }
    },
    "threading_rtx": {
      "requests": 379,
      "minimum": true,
      "responses": 379,
      "complete_responses": null,
      "validation_only": null,
      "method": "recorded OpenCode model reply messages in the published build receipt; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/free_threading_demo_rtx/result.json",
        "receipt_sha256": "450365dbeaea1cb31f2a011076c483dcd02237dabf39a01d5ff17071350c18ff",
        "trace_sha256": []
      }
    },
    "milp_astra": {
      "requests": 35,
      "minimum": true,
      "responses": 35,
      "complete_responses": null,
      "validation_only": null,
      "method": "distinct cumulative usage records in the bound build session and time window; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/milp_energy_demo_astra/result.json",
        "receipt_sha256": "1caaafc2770f72e06794664ff8424ca9f3f77dba6d5532d11c9a2c08e0a0dbe2",
        "trace_sha256": [
          "a457f7475bdd0a0d1183e50f4803fff1d2d7b1d6d5ca73efe9a2752d3b2ce43e"
        ]
      }
    },
    "milp_mac": {
      "requests": 15,
      "minimum": true,
      "responses": 15,
      "complete_responses": 14,
      "validation_only": null,
      "method": "distinct saved API replies; unrecorded failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/milp_energy_demo/result.json",
        "receipt_sha256": "7ca93f6256dc66f03616c5acc9451e15f0c7e95d84937e6bada5b85a3f8cc704",
        "trace_sha256": [
          "00e3b0be40d47743dd04d02b8e31bf2986bda6c298a981ad8402b23eaa70cece",
          "0bea40140639d040a8cc5be4b7887c71ec312f0f0e7c2715681745d97d20a341",
          "107c5862a6635eaaa88efdf777b87b6f1a63035c6925369b7e6534390d2f8ac0",
          "1942a74c0432318639d9c7d4bb4748e79585c4a3d49eeecccfa775a03da53f6d",
          "21fd5e4e864fb497a53214296402ae4fa4f40d07473097d9249eb584a7626905",
          "2b9c1828d6ceb102fadde267c8f581eef70568c696ef44d4cdef42bbf57e3e23",
          "51181b8588b03542068cef0c0dbf52c15a632d763d370620cd84130268e8d677",
          "5b9f292df18867ff44e628055018b8f874e1caf27b6eeb81853b12f31c166ca8",
          "649fd0222badaf3562813a5c3abdbab7f37923f537adbebf0ebae3b915dbc470",
          "b78fb0644a972205d8f705a7b6590c5ae78a5afc0c1e24397568218a49787de2",
          "c93b7874b89fdf52fe57453f740b257b19d3e0af278f54b6ab70206ffac6f662",
          "cd57a39170298a42f2371cb8cbf858ecc90f2617430fe9fdc5efafb261cb678f",
          "cfcd6c2bc49050264f74f457857619241b26f7af08e0935b75541b705bff5a6d",
          "f167bc927ce9bb028c5e0a8aaea59b82bb8968254e858a4f98bc99188da71976",
          "f64d4cb83ad6bf4551636e04ba941bd66ab51a847554a4359c1fde5e55b28b0d"
        ]
      }
    },
    "milp_rtx": {
      "requests": 525,
      "minimum": true,
      "responses": 525,
      "complete_responses": null,
      "validation_only": null,
      "method": "recorded OpenCode model reply messages in the published build receipt; failed requests unknown",
      "source": {
        "receipt_url": "https://huggingface.co/spaces/jpmorard/agilab/blob/4f9c8edf30d1a79b498c92da5c3d233c6501b305/src/agilab/demos/resources/milp_energy_demo_rtx/result.json",
        "receipt_sha256": "247ab38737acd7466e1a4d27bc9240ad3407e5a99001bde0e8a436b99918d2db",
        "trace_sha256": []
      }
    },
    "iris_flash": {
      "requests": 4,
      "minimum": false,
      "responses": 4,
      "complete_responses": 4,
      "validation_only": 2,
      "method": "recorded generation calls; access checks and validation-only retries excluded"
    },
    "text_flash": {
      "requests": 4,
      "minimum": false,
      "responses": 4,
      "complete_responses": 4,
      "validation_only": 2,
      "method": "recorded generation calls; access checks and validation-only retries excluded"
    },
    "forecast_flash": {
      "requests": 3,
      "minimum": false,
      "responses": 3,
      "complete_responses": 3,
      "validation_only": 2,
      "method": "recorded generation calls; access checks and validation-only retries excluded"
    },
    "threading_flash": {
      "requests": 7,
      "minimum": false,
      "responses": 6,
      "complete_responses": 6,
      "validation_only": 0,
      "accounting_scope": "provided_complete_native_receipt_lineage",
      "method": "Qwen generation HTTP POST attempts, including transport failures; coordinator exchanges excluded"
    },
    "milp_flash": {
      "requests": 6,
      "minimum": false,
      "responses": 5,
      "complete_responses": 5,
      "validation_only": 1,
      "accounting_scope": "provided_complete_native_receipt_lineage",
      "method": "Qwen generation HTTP POST attempts, including transport failures; coordinator exchanges excluded"
    }
  },
  "supersedes": "API-only measurements of simplified scripts; not equivalent builds"
}