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    omit e42a4c1e4c1 [main] CI: Upgrade important CI environment
     add cc1dfb94296 Remove deprecated project_id from BigQueryGetDataOperator 
(#76115)
     add 2e9ae2a1999 Split mixed OpenLineage tests into unit and integration 
(#75642)
     add 1e0e003cea8 Template conn_id and config_kwargs in @task.pyspark 
(#75764)
     add a04fda49d1a Mark MSGraphAsyncOperator as durable capable (#76576)
     add 92fa9b36b09 Fix skill call counts and source links in the AI Model tab 
(#76541)
     add e10575d5479 Release the Java SDK 1.0.0 and pin its schema URL to the 
published docs site (#75944)
     add 48a35ccd2d8 Fix S3ToAzureBlobStorageOperator failing on S3 folder 
markers (#76408)
     add e0b7126d573 Let a final release override the 
pending-provider-candidate guard (#76592)
     add 1f764a2e118 Add Russian (ru) translation agent skill guideline (#76579)
     add f90d2607dd4 Return 404 when a DagRun disappears during task API writes 
(#72907)
     add a36c605e2eb [main] CI: Upgrade important CI environment

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Summary of changes:
 .agents/skills/airflow-translations/SKILL.md       |   1 +
 .agents/skills/airflow-translations/locales/ru.md  | 242 +++++++++++++++++++++
 .github/workflows/release-constraints.yml          |  16 +-
 Dockerfile                                         |   2 +-
 Dockerfile.ci                                      |   2 +-
 .../core_api/routes/public/task_state_store.py     |   5 +-
 .../execution_api/routes/task_state_store.py       |  17 +-
 .../api_fastapi/execution_api/versions/__init__.py |   2 +
 .../execution_api/versions/v2026_10_30.py          |   7 +
 airflow-core/src/airflow/state/metastore.py        |   5 +-
 airflow-core/src/airflow/ui/public/i18n/README.md  |   1 +
 .../routes/public/test_task_state_store.py         |  51 ++++-
 .../versions/head/test_task_state_store.py         |  38 +++-
 .../versions/v2026_10_30/test_task_state_store.py  |  51 +++++
 airflow-core/tests/unit/state/test_metastore.py    |   5 +-
 .../java-native-bundle/gradle.properties           |   2 +-
 .../java-test-bundle/gradle.properties             |   2 +-
 dev/README_RELEASE_AIRFLOW.md                      |  16 ++
 .../output_workflow-run_release-constraints.svg    |  52 +++--
 .../output_workflow-run_release-constraints.txt    |   2 +-
 .../src/airflow_breeze/commands/release_command.py |  37 +++-
 .../airflow_breeze/commands/workflow_commands.py   |  14 +-
 .../commands/workflow_commands_config.py           |   1 +
 .../files/hardened_python_image_digests.json       |  16 +-
 .../airflow_breeze/utils/release_constraints.py    |  67 +++++-
 dev/breeze/tests/test_release_command.py           |  77 ++++++-
 dev/breeze/tests/test_release_constraints.py       |  65 ++++++
 dev/breeze/tests/test_workflow_commands.py         |  21 ++
 .../src/tests_common/test_utils/markers.py         |  19 ++
 java-sdk/gradle.properties                         |   2 +-
 java-sdk/sdk/build.gradle.kts                      |   2 +-
 .../lang_sdk/java_example/gradle.properties        |   2 +-
 providers/apache/spark/docs/decorators/pyspark.rst |   4 +
 .../providers/apache/spark/decorators/pyspark.py   |   2 +
 .../unit/apache/spark/decorators/test_pyspark.py   |  22 ++
 providers/common/ai/docs/observability.rst         |   3 +-
 providers/common/ai/docs/toolsets/skills.rst       |  19 +-
 .../ai/plugins/www/src/components/ModelPanel.tsx   |   2 +-
 .../plugins/www/src/components/SkillsSection.tsx   |  13 +-
 .../common/ai/plugins/www/src/skill-source.ts      |  43 +++-
 .../common/ai/plugins/www/tests/model.test.mjs     |  36 +++
 .../ai/plugins/www/tests/skill-source.test.ts      |  27 ++-
 .../ai/src/airflow/providers/common/ai/skills.py   |   5 +-
 .../airflow/providers/common/ai/toolsets/skills.py |  61 ++++--
 .../common/ai/tests/unit/common/ai/test_skills.py  |  11 +
 .../tests/unit/common/ai/toolsets/test_skills.py   | 232 ++++++++++++++++----
 providers/google/docs/changelog.rst                |   4 +
 providers/google/docs/operators/cloud/bigquery.rst |   4 -
 .../providers/google/cloud/operators/bigquery.py   |  20 --
 .../providers/microsoft/azure/operators/msgraph.py |   4 +
 .../microsoft/azure/transfers/s3_to_wasb.py        |  36 +++
 .../microsoft/azure/transfers/test_s3_to_wasb.py   |  59 +++++
 providers/openlineage/pyproject.toml               |   1 +
 .../unit/openlineage/extractors/test_manager.py    |  49 +++--
 uv.lock                                            | 141 ++++++------
 55 files changed, 1396 insertions(+), 244 deletions(-)
 create mode 100644 .agents/skills/airflow-translations/locales/ru.md
 create mode 100644 
airflow-core/tests/unit/api_fastapi/execution_api/versions/v2026_10_30/test_task_state_store.py

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