This is an automated email from the ASF dual-hosted git repository.

potiuk pushed a change to branch hardened-python-base-images
in repository https://gitbox.apache.org/repos/asf/airflow.git


 discard 052dbaa8ab1 Keep apt from replacing the hardened images' Python
 discard 4083bb966f5 Export KinD logs when the lang-SDK K8S test setup fails
 discard 65f5a2b5d2d Give the OpenLineage start-up a bit more time in the 
short-stall timeout test
 discard 03bec43fc93 Document the stricter C extension builds of the hardened 
images
 discard 97783c647ce Let old C extensions build in the trixie CI image
 discard 454308e3f67 Install Java that exists on trixie in the Java examples
 discard 1ed1b7cb7db Invalidate the CI image mount cache for the trixie base
 discard f15f33dbc53 Count only host keys when waiting for sshd in the CI image
 discard 9d66ae13ad7 Add trixie and sigstore to the docs spelling wordlist
 discard ae9d9d78813 Warn about apt pulling a second Python into hardened images
 discard 42c6b3dd389 Refresh the shared library cache after apt runs in 
hardened images
 discard 3a93a018b9e Install the Python build dependencies for the legacy image 
flavor
 discard 914f638270a Keep a second hardened Python out of the trixie images
 discard 16e1f56031e Document the anonymous Debian package repository of the 
hardened images
 discard 4dbf9e39c50 Restore the PAM configs the trixie hardened images strip
 discard f24c0a3c33d Trust Microsoft's newer signing key for the trixie MSSQL 
repository
 discard f5efb87eddb Drop CI image packages that Debian trixie no longer has
 discard 936d78b993c Support the trixie hardened images' Debian-packaged Python 
and test legacy images like regular ones
 discard ced87fdd161 Base images on trixie and keep a legacy bookworm PROD 
image flavor
 discard 0ca8f9ba718 Base CI and PROD images on hardened Python images
     add 46e20a1a095 Halve the time to build docs locally by inlining spell 
checking (#74549)
     add 4912ed22043 Fix Breeze --mount-sources tests not mounting local core 
tests (#74553)
     add 21c522c515e Fix leaking state in task-sdk test_task_runner.py's tests 
(#74606)
     add f6761c5cb80 Update waiting tasks to the latest Dag version (#74592)
     add 7f0d50cffc6 Add task log message when the Execution API is unreachable 
(#70290)
     add 9fc4143efc5 Disable psycopg3 auto-prepare by default behind connection 
poolers (#74581)
     add 72568207e57 Implement AIP-85 YAML importer based on the parser (#74586)
     add e87c35e344e Fix 400 and 500s on POST /connections/defaults in 
multi-team mode (#74615)
     add 03f33a2da22 Make breeze verify tests pass on release branches (#74624)
     add f47046fa239 Fix FAB Website permissions rows for the Grid and Graph 
views (#74599)
     add 2816cb01ab8 Keep the /auth mount path when ProxyFix applies 
X-Forwarded-Prefix (#74603)
     add c1e3b2fe770 Add missing Taiwanese Mandarin translations (#74545)
     add fd4969bd3c7 Add an e2e test for the Java SDK task state store (#74403)
     add 64ff9e40a40 Add REST API metrics (#64523)
     add a52e9f96ecd Simplify the Quick Start for first-time local installs 
(#72754)
     add f6f267d84ce Highlight YAML Dag source in the Code tab (#74633)
     add 7a1ba1f8aee Update FAB Website permissions rows for Airflow 3 views 
(#74630)
     add d267fbd5cae Bootstrap constraints generation for a Python without a 
baseline file (#74596)
     add 9bcb6fd3ca5 Respect `waiter_delay` & `waiter_max_attempts` in EKS 
delete operators (#74000)
     add 43129ecb633 Fix clearing with upstream and downstream selecting 
unrelated tasks (#74548)
     add 304607f94bb Require dns+nft egress mode for `OpenSandbox` network 
policies (#74504)
     add f511c0d1246 Add a document_classifier_deletable waiter with unit tests 
(#74125)
     add e043a279628 Go SDK: pack a bundle that registers no Dags at pack time 
(#74637)
     add a3c8ee41d04 Cover YAML-generated Go Dags in the go_sdk e2e test 
(#74636)
     add d479721a4a4 Java SDK: Rename annotation namespace from Builder to 
Airflow (#74604)
     add 62c4384e598 Add a Registry page listing durable and deferrable 
operators across providers (#74420)
     add 73fed8ab2ee Point the TaskFlow tutorial's retries section to resumable 
tasks (#74608)
     add 96988232c27 Fix dag list renders (#74426)
     add 230cd8adc33 Let plugin views be scoped to specific Assets (#74609)
     add fdf4adce2a3 UI: Use RadioCardRoot's typed onValueChange instead of DOM 
casts (#73985)
     add 2f3e60cb949 Support priority_weight in EdgeExecutor (#72057)
     add 47d929c702b Fix `map_index_template` failing for numeric-looking 
labels with `render_template_as_native_obj` (#71592)
     add f792bd60a98 Do not abort Dag run creation when a deadline alert fails 
(#68917)
     add 6fc06c60011 UI: Add Select Recent Configurations dropdown to Trigger 
Dag form (#70413)
     add 518f8d2e7be Lazy-load the Code tab grammar from the Dag's stored 
language (#74643)
     add 417a33b5432 UI: Fold draining into the Dags Paused state filter 
(#74668)
     add d8efc66ea76 Add a Model tab to the task-instance page for `common.ai` 
(#74334)
     add cd9f233f6d4 Add support for forwarding CeleryExecutor task logs to 
stdout (#69597)
     add dac956c667c Document hosted OpenAI-compatible services for common.ai 
(#74620)
     add 3a08e9b11e3 Document Managed Agents as a first-party feature (#72306)
     add 21c858eb67b Fix missing task.queued_duration metric in Airflow 3 
(#67592)
     add eee6e2a4a50 Resume Strands agents from their last checkpoint when a 
task retries (#74404)
     add 06c7f338f95 Decode base64 for bytes-typed `HookToolset` parameters 
(#70433)
     add f46a370a95b Stop the secrets backend lookup from importing the task 
runner outside tasks (#74641)
     add c5c2f194b57 Add Boat backend for sandbox tools (#71725)
     add c192bdad5fd Show serializer schema in Dag version diff only when it 
differs (#74683)
     add 51f1b5b16d8 TS SDK: Reject triggerDagRun tasks in dag.if and 
dag.switch (#74492)
     add 09b4b6307fc Document agent memory across Dag runs for `common.ai` 
(#74681)
     add 75455fda1ba Explain why common.ai is built on Pydantic AI (#74680)
     add 945b7949328 Fix deprecated provider lookup in Amazon AWS hooks (#74480)
     add 861ca7ffc18 Bump the fab-ui-package-updates group across 1 directory 
with 3 updates (#74670)
     add 96da58058ef Add Islo backend for sandbox tools (#71672)
     add 68a4c3177f9 Add AirflowDurability capability for durable agent replay 
across task retries (#74385)
     add 3cf3f4b2a9d Refuse a HITL response for a request the task has since 
replaced (#74688)
     add 1461ddfdf8a Grant Keycloak SuperAdmin access to teamless resources 
(#74640)
     add 142f12bd2b9 Update remaining FAB Website permissions rows for Airflow 
3 (#74653)
     add 2212818399e Graduate Common AI features to stable ahead of 1.0 (#74679)
     add a73ffaedbf1 Add scoped Execution API access for Dag processors (#74370)
     add 275aa6959f3 Support `abfs://` and `abfss://` URIs in DataFusion Azure 
Blob Storage (#74228)
     add 0652ebe94e0 Fix deferred dbt Cloud tasks failing with tenacity 
retry_args (#74489)
     add 3a23d4429e5 Clarify what common.ai message_history does and does not 
cover (#74625)
     add d6bb744aea1 Validate the connection type in PydanticAIHook.get_hook 
(#74626)
     add 2f62550383a Add a Why Common AI page comparing the provider with a 
plain task (#74685)
     add 2bf8c2e6053 Let an agent ask for tool approval in more than one step 
(#74686)
     add c245439c5aa Add an example of a decision model approving an agent's 
tool calls (#74697)
     add bbcf4d58dea Move Common AI provider from incubation to production 
lifecycle (#74705)
     add 2002ba522e6 Graduate durable agent execution to stable in Common AI 
(#74704)
     add 4c39202d20e DateTimeSensorAsync support start_from_trigger and 
templated target_time (#73928)
     add a1c3755a23d Graduate ClassifierRetryPolicy to stable in Common AI 
(#74707)
     add 63f5845dd20 Migrate Task SDK to `httpx2` (#73116)
     add 350761ce775 Mark decision_policy experimental on the decision models 
page and finish the ClassifierRetryPolicy stability row (#74713)
     add de856e4aa44 Fix the common.ai message_history trimming example and 
link the memory page (#74706)
     add d79c0b18f35 Fix ORM models failing to configure in processes that skip 
database setup (#74642)
     add dd607da5ab3 Add Anthropic tool runner adapter for `common.ai` toolsets 
(#73962)
     add e288b73c85b Check all names before airflow roles import writes 
anything (#74711)
     add 90ea1b7ed86 Add EmrServerlessGetSessionEndpointOperator to Amazon 
provider (#70766)
     add 98391ff597b Add `OpenShell` backend for sandbox tools (#73961)
     add 64c207d56f8 Document how common.ai agent tasks recover from provider 
and worker failures (#74708)
     add 1f70ead81ef Fix /ui/dags recent-runs query degradation on large, 
skewed dag_run tables (#74401)
     add 190befa57c1 Ask the model again when a durable agent's retry would 
replay its rejected answers (#74720)
     add 7993ee19955 Remove `agent_params` from LLM operators so they cannot 
run tools (#74721)
     add 3259e8960f8 Mask tool output from every capability in Common AI agents 
(#73993)
     add f31684af859 Add the manifest format for manifest-backed versioned Dag 
bundles (#72476)
     add bcbb825e199 Stop rejecting valid non-ASCII Anthropic batches as too 
large (#74662)
     add 7e3b2c64f1d UI: Keep JSON text in string HITL params instead of 
showing [object Object] (#74702)
     add 0b7aed6491d Add a feature map to the Common AI docs (#74723)
     add ea805e3bfb0 UI: Fix clearing a task instance doing nothing after 
Confirm (#74725)
     add 7f733c87abf Prepare ad-hoc providers release 2026-10-14 (#74733)
     add d189eac87c1 Cover YAML-generated Java Dags in the java_sdk e2e test 
(#74710)
     add 22f86cb5514 Snowflake, Databricks: emit query lineage via OpenLineage 
public API (#73655)
     add 6a91a17be4e Fix Dag processor client compatibility with httpx2 (#74731)
     add dd7e8ab8321 Fail the task when a reviewed output no longer matches 
`output_type` (#74473)
     add 27433bf4830 Show Dag version diff values-hidden pill only when values 
are hidden (#74746)
     add df5cf9ecb56 UI: Add clicked tags to the Dags list filters instead of 
replacing them (#74622)
     add a31a6a340e3 Render docs mermaid diagrams at build time so they show on 
airflow.apache.org (#74757)
     add c72d0072a10 Close German Translation Gaps 2026-10-14 (#74760)
     add 42945d62b1f Upgrade Task Loop UX (#74671)
     add fa7c5899a99 Let LLMBatchOperator request_params be templated (#74751)
     add 5b32faffff8 Implement delta argument coercion (#74749)
     add 4e8ab38306f Fix HookToolset calls to hook methods that take a datetime 
(#74759)
     add 6a134fa4d03 dbt Cloud: emit OpenLineage events via the OpenLineage 
public API (#74754)
     add a87c6ddb52a Allow downgrading past the TI ownership migration when 
data is present (#74407)
     add 937dfb6894d Fix CI image build after mprocs was renamed to dekit 
(#74715)
     add 0a66ba0c468 Update my CODEOWNERS entries to focus on AI providers and 
the registry (#74795)
     add cf839aca896 Fix JWT token not refreshed when token expires mid-request 
(#68499)
     add 5a6ab34fd51 Fix flaky in-process Execution API transport lifecycle 
test on MySQL (#74785)
     add 868d791a17c Add an OpenAI Agents SDK adapter for `common.ai` toolsets 
(#74767)
     add 6cf83327d46 UI: Drop the loading spinner for base React plugins 
(#74762)
     add 04572ba9500 Run the OpenAI Agents adapter tests in the agent framework 
CI job (#74768)
     add 7a55044c0fa Re-enable backporting to v3-4-test for the 3.4.0 RC phase 
(#74798)
     add bb140716849 Re lock uv.lock after new provider versions got stampped. 
(#74799)
     add c65451f5397 Walk through the reviewer's side of Common AI approval 
gates (#74737)
     add 5ab698987f9 Allow durable agent execution with a `CodeMode` capability 
(#74735)
     add bbf2c5b1c47 Fix Lang-SDK decoder typing for pydantic 2.14 TypeForm 
signature (#74628)
     add e2237bfc7ee UI: Guard the remaining RadioCardRoot values instead of 
casting (#74743)
     add 7c2c9226e0f Let retry policies reschedule a task without using a retry 
(#74719)
     add fc12cb2ca8f Document progressive tool disclosure for Common AI 
toolsets (#74736)
     add 098d0174731 Report a Dag whose timetable fails to load as an import 
error (#74709)
     add 61f1d4b85e1 Resolve a trigger's XCom requests as its deferred task 
instance (#74772)
     add 637b741f1a6 Pass Dag runs directly to Deadline references (#70714)
     add 53c83b952b1 Record OpenAI Agents SDK traces as the Airflow task's 
OpenTelemetry spans (#74769)
     add 03f45f3ad51 Update the DMS replication_task_modified waiter states 
(#74522)
     add 62641fa9ac0 Fix CLI --bundle-name finding no Dags in Git bundles 
(#73377)
     add 31f121b5f82 Base CI and PROD images on hardened Python images
     add 6260a3723ce Base images on trixie and keep a legacy bookworm PROD 
image flavor
     add 2c92ba62a74 Support the trixie hardened images' Debian-packaged Python 
and test legacy images like regular ones
     add 8bf856ae348 Drop CI image packages that Debian trixie no longer has
     add 0a94d668c6d Trust Microsoft's newer signing key for the trixie MSSQL 
repository
     add 0632f7e9432 Restore the PAM configs the trixie hardened images strip
     add 025dee71b42 Document the anonymous Debian package repository of the 
hardened images
     add fbbd0843d61 Keep a second hardened Python out of the trixie images
     add 02442738c2a Install the Python build dependencies for the legacy image 
flavor
     add 17f0f0003df Refresh the shared library cache after apt runs in 
hardened images
     add 0492494d676 Warn about apt pulling a second Python into hardened images
     add 647c8d8efbb Add trixie and sigstore to the docs spelling wordlist
     add 1747240d15e Count only host keys when waiting for sshd in the CI image
     add 0bf37ef31b8 Invalidate the CI image mount cache for the trixie base
     add e43d58fb78d Install Java that exists on trixie in the Java examples
     add 297a2b7ec6b Let old C extensions build in the trixie CI image
     add bccb6261115 Document the stricter C extension builds of the hardened 
images
     add b2717397d4a Give the OpenLineage start-up a bit more time in the 
short-stall timeout test
     add 4f51eec403c Export KinD logs when the lang-SDK K8S test setup fails
     add 38f4e53e454 Keep apt from replacing the hardened images' Python

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Summary of changes:
 .agents/skills/airflow-java-sdk/SKILL.md           |    4 +-
 .github/CODEOWNERS                                 |    4 +-
 .github/boring-cyborg.yml                          |   29 +-
 .github/workflows/agent-framework-tests.yml        |    4 +-
 .github/workflows/automatic-backport.yml           |    2 +-
 .github/workflows/ci-image-checks.yml              |   27 +-
 .github/workflows/publish-docs-to-s3.yml           |    9 +-
 .pre-commit-config.yaml                            |    2 +
 Dockerfile.ci                                      |    6 +-
 RELEASE_NOTES.rst                                  |   24 +
 .../docs/administration-and-deployment/plugins.rst |    7 +-
 .../language-sdks/java.rst                         |   70 +-
 airflow-core/docs/core-concepts/tasks.rst          |   89 +-
 airflow-core/docs/howto/deadline-alerts.rst        |   25 +-
 airflow-core/docs/howto/set-up-database.rst        |    8 +-
 airflow-core/docs/installation/index.rst           |   39 +-
 airflow-core/docs/migrations-ref.rst               |    4 +-
 .../docs/security/jwt_token_authentication.rst     |  131 +-
 airflow-core/docs/security/security_model.rst      |    9 +-
 airflow-core/docs/start.rst                        |  233 ++-
 airflow-core/docs/tutorial/hitl.rst                |    6 +-
 airflow-core/docs/tutorial/taskflow.rst            |    5 +
 airflow-core/newsfragments/67592.bugfix.rst        |    1 +
 airflow-core/newsfragments/68917.bugfix.rst        |    1 +
 airflow-core/newsfragments/69469.improvement.rst   |    1 -
 airflow-core/newsfragments/69469.significant.rst   |   26 +
 airflow-core/newsfragments/69597.feature.rst       |    1 +
 airflow-core/newsfragments/70714.significant.rst   |    1 +
 airflow-core/newsfragments/73116.significant.rst   |   11 +
 airflow-core/newsfragments/74278.feature.rst       |    2 +-
 airflow-core/newsfragments/74709.bugfix.rst        |    1 +
 airflow-core/pyproject.toml                        |    3 +
 .../src/airflow/api/common/airflow_health.py       |    4 +-
 airflow-core/src/airflow/api_fastapi/app.py        |   10 +
 .../src/airflow/api_fastapi/common/http_metrics.py |  137 ++
 .../src/airflow/api_fastapi/core_api/app.py        |    7 +-
 .../api_fastapi/core_api/datamodels/hitl.py        |   11 +-
 .../api_fastapi/core_api/datamodels/ui/grid.py     |    3 +
 .../api_fastapi/core_api/openapi/_private_ui.yaml  |   15 +
 .../core_api/openapi/v2-rest-api-generated.yaml    |   43 +-
 .../api_fastapi/core_api/routes/public/hitl.py     |   11 +
 .../core_api/routes/public/task_instances.py       |   52 +-
 .../airflow/api_fastapi/core_api/routes/ui/dags.py |   31 +-
 .../api_fastapi/core_api/routes/ui/gantt.py        |   10 +-
 .../airflow/api_fastapi/core_api/routes/ui/grid.py |   46 +-
 .../src/airflow/api_fastapi/core_api/security.py   |   26 +-
 .../core_api/services/public/task_coordinates.py   |   23 +-
 .../api_fastapi/core_api/services/ui/grid.py       |   21 +-
 .../airflow/api_fastapi/execution_api/AGENTS.md    |    2 +-
 .../src/airflow/api_fastapi/execution_api/app.py   |   43 +-
 .../execution_api/dag_processor_tokens.py          |  116 ++
 .../api_fastapi/execution_api/datamodels/job.py    |   94 ++
 .../api_fastapi/execution_api/datamodels/token.py  |   90 +-
 .../api_fastapi/execution_api/in_process.py        |   32 +-
 .../api_fastapi/execution_api/routes/__init__.py   |    2 +
 .../execution_api/routes/connections.py            |   14 +-
 .../api_fastapi/execution_api/routes/dag_runs.py   |   15 +-
 .../api_fastapi/execution_api/routes/jobs.py       |  317 +++++
 .../execution_api/routes/task_instances.py         |   53 +-
 .../api_fastapi/execution_api/routes/variables.py  |   26 +-
 .../api_fastapi/execution_api/routes/xcoms.py      |  189 ++-
 .../airflow/api_fastapi/execution_api/security.py  |  224 ++-
 .../api_fastapi/execution_api/versions/__init__.py |    2 +
 .../execution_api/versions/v2027_02_28.py          |   25 +-
 airflow-core/src/airflow/cli/cli_config.py         |   34 +
 .../src/airflow/cli/commands/dag_command.py        |    2 +
 .../airflow/cli/commands/dag_processor_command.py  |    4 +-
 .../cli/commands/dag_processor_token_command.py    |  109 ++
 .../src/airflow/config_templates/config.yml        |   28 +-
 .../src/airflow/dag_processing/api_client.py       |  413 ++++++
 .../src/airflow/dag_processing/bundles/manager.py  |    7 +-
 .../src/airflow/dag_processing/bundles/manifest.py |  571 ++++++++
 .../src/airflow/dag_processing/collection.py       |   27 +
 .../airflow/dag_processing/lang_sdk_processor.py   |   11 +-
 .../src/airflow/dag_processing/processor.py        |   11 +-
 .../airflow/example_dags/example_retry_policy.py   |   26 +-
 .../src/airflow/executors/base_executor.py         |    7 +-
 airflow-core/src/airflow/jobs/job.py               |    7 +-
 .../src/airflow/jobs/scheduler_job_runner.py       |    2 +-
 .../src/airflow/jobs/triggerer_job_runner.py       |   58 +-
 .../0142_3_4_0_unify_task_attempt_ownership.py     |  263 +++-
 .../versions/0147_3_5_0_add_session_id_to_job.py   |   59 +
 airflow-core/src/airflow/models/base.py            |   11 +-
 airflow-core/src/airflow/models/deadline.py        |  139 +-
 airflow-core/src/airflow/models/taskinstance.py    |   46 +-
 airflow-core/src/airflow/models/trigger.py         |   18 +-
 .../airflow/observability/metrics/stats_utils.py   |   10 +
 airflow-core/src/airflow/plugins_manager.py        |    7 +-
 .../src/airflow/serialization/definitions/dag.py   |  122 +-
 .../airflow/serialization/definitions/deadline.py  |   99 +-
 airflow-core/src/airflow/settings.py               |   65 +-
 .../ui/openapi-gen/queries/ensureQueryData.ts      |    4 +-
 .../src/airflow/ui/openapi-gen/queries/prefetch.ts |    4 +-
 .../src/airflow/ui/openapi-gen/queries/queries.ts  |    4 +-
 .../src/airflow/ui/openapi-gen/queries/suspense.ts |    4 +-
 .../airflow/ui/openapi-gen/requests/schemas.gen.ts |   41 +
 .../ui/openapi-gen/requests/services.gen.ts        |    6 +-
 .../airflow/ui/openapi-gen/requests/types.gen.ts   |   13 +
 .../src/airflow/ui/public/i18n/locales/ca/dag.json |    8 +-
 .../airflow/ui/public/i18n/locales/ca/dags.json    |   14 +-
 .../airflow/ui/public/i18n/locales/de/admin.json   |    1 +
 .../airflow/ui/public/i18n/locales/de/common.json  |   11 +
 .../ui/public/i18n/locales/de/components.json      |    8 +-
 .../src/airflow/ui/public/i18n/locales/de/dag.json |   56 +-
 .../airflow/ui/public/i18n/locales/de/dags.json    |   26 +-
 .../src/airflow/ui/public/i18n/locales/el/dag.json |    8 +-
 .../airflow/ui/public/i18n/locales/en/common.json  |    7 +
 .../ui/public/i18n/locales/en/components.json      |    2 +
 .../src/airflow/ui/public/i18n/locales/en/dag.json |   27 +-
 .../airflow/ui/public/i18n/locales/en/dags.json    |   14 +-
 .../src/airflow/ui/public/i18n/locales/fr/dag.json |   10 +-
 .../airflow/ui/public/i18n/locales/fr/dags.json    |   14 +-
 .../src/airflow/ui/public/i18n/locales/ko/dag.json |    8 +-
 .../airflow/ui/public/i18n/locales/ko/dags.json    |   14 +-
 .../src/airflow/ui/public/i18n/locales/pl/dag.json |   12 +-
 .../airflow/ui/public/i18n/locales/pl/dags.json    |   14 +-
 .../airflow/ui/public/i18n/locales/zh-CN/dags.json |   14 +-
 .../ui/public/i18n/locales/zh-TW/common.json       |    4 +
 .../airflow/ui/public/i18n/locales/zh-TW/dag.json  |   55 +-
 .../airflow/ui/public/i18n/locales/zh-TW/dags.json |   19 +-
 .../ui/src/components/ActionAccordion/columns.tsx  |    2 +
 .../ui/src/components/Breadcrumb/CrumbSwitcher.tsx |   18 +-
 .../ui/src/components/Clear/Run/ClearRunDialog.tsx |   68 +-
 .../TaskInstance/ClearGroupTaskInstanceDialog.tsx  |   50 +-
 .../ClearTaskInstanceConfirmationDialog.tsx        |   12 +-
 .../TaskInstance/ClearTaskInstanceDialog.test.tsx  |   47 +-
 .../Clear/TaskInstance/ClearTaskInstanceDialog.tsx |   17 +-
 .../src/components/DagActions/RunBackfillForm.tsx  |   11 +-
 .../ui/src/components/DataTable/DataTable.test.tsx |    8 -
 .../ui/src/components/DataTable/DataTable.tsx      |    6 +-
 .../airflow/ui/src/components/DrainingBadge.tsx    |    4 +-
 .../components/FilterBar/filters/LoopFilter.tsx    |  167 +++
 .../FilterBar/filters/loopParams.test.ts           |   73 +
 .../src/components/FilterBar/filters/loopParams.ts |   60 +
 .../FilterBar/filters/pausedStateParams.ts         |   82 ++
 .../airflow/ui/src/components/Graph/TaskLink.tsx   |   17 +-
 .../airflow/ui/src/components/Graph/TaskNode.tsx   |    3 +
 .../src/components/HITLReview/HITLReviewDetail.tsx |    8 +-
 .../airflow/ui/src/components/LoopOptionLabel.tsx  |   76 +
 .../TaskInstance/MarkTaskInstanceAsDialog.tsx      |   14 +-
 .../MonacoEditor/configureMonaco.test.ts           |   34 +-
 .../src/components/MonacoEditor/configureMonaco.ts |  120 +-
 .../ui/src/components/TaskInstanceTooltip.test.tsx |   25 +
 .../ui/src/components/TaskInstanceTooltip.tsx      |   18 +-
 .../src/airflow/ui/src/components/TaskName.tsx     |   22 +-
 .../src/airflow/ui/src/components/TogglePause.tsx  |    2 +-
 .../TriggerDag/RecentConfigSelect.test.tsx         |  152 ++
 .../components/TriggerDag/RecentConfigSelect.tsx   |  113 ++
 .../components/TriggerDag/TriggerDAGForm.test.tsx  |  119 +-
 .../src/components/TriggerDag/TriggerDAGForm.tsx   |   78 +-
 .../src/components/TriggerDag/TriggerDAGModal.tsx  |    9 +-
 .../airflow/ui/src/components/TriggerDag/types.ts  |    5 +-
 .../src/airflow/ui/src/constants/filterConfigs.tsx |   34 +-
 .../ui/src/constants/reprocessBehaviourParams.ts   |    8 +-
 .../src/airflow/ui/src/constants/searchParams.ts   |    3 +-
 .../src/airflow/ui/src/hooks/useNearViewport.ts    |   25 +-
 .../ui/src/hooks/usePluginAppliesToContext.test.ts |   21 +
 .../ui/src/hooks/usePluginAppliesToContext.ts      |   14 +-
 .../ui/src/hooks/useResolvePassCoordinate.test.ts  |  110 ++
 .../ui/src/hooks/useResolvePassCoordinate.ts       |   87 ++
 .../ui/src/hooks/useTaskInstanceCoordinates.ts     |    1 +
 .../ui/src/layouts/Details/DagBreadcrumb.test.tsx  |   50 +-
 .../ui/src/layouts/Details/DagBreadcrumb.tsx       |   60 +-
 .../layouts/Details/Gantt/GanttTimeline.test.tsx   |  139 +-
 .../ui/src/layouts/Details/Gantt/GanttTimeline.tsx |   43 +-
 .../airflow/ui/src/layouts/Details/Gantt/utils.ts  |   10 +
 .../airflow/ui/src/layouts/Details/Grid/Grid.tsx   |    9 +-
 .../ui/src/layouts/Details/Grid/GridTI.test.tsx    |    4 +-
 .../airflow/ui/src/layouts/Details/Grid/GridTI.tsx |    8 +-
 .../ui/src/layouts/Details/Grid/TaskNames.tsx      |   25 +-
 .../layouts/Details/IterationSwitcherButton.tsx    |  121 ++
 .../src/airflow/ui/src/layouts/Details/NavTabs.tsx |   87 +-
 .../src/airflow/ui/src/mocks/handlers/dags.ts      |   90 +-
 .../Asset/AssetStateStore/AssetStateStore.tsx      |    3 +-
 .../src/pages/Asset/CreateAssetEventModal.test.tsx |   24 +-
 .../ui/src/pages/Asset/CreateAssetEventModal.tsx   |   12 +-
 .../ui/src/pages/AssetsList/AssetsList.test.tsx    |    5 +-
 .../airflow/ui/src/pages/AssetsList/AssetsList.tsx |    3 +-
 .../ui/src/pages/Connections/Connections.tsx       |    3 +-
 .../pages/Dag/Backfills/BackfillDagRunsModal.tsx   |    3 +-
 .../ui/src/pages/Dag/Backfills/Backfills.tsx       |   15 +-
 .../src/airflow/ui/src/pages/Dag/Tasks/Tasks.tsx   |    2 -
 .../pages/Dag/Versions/VersionDiff.i18n.test.tsx   |   26 +-
 .../ui/src/pages/Dag/Versions/VersionDiff.test.tsx |   33 +-
 .../ui/src/pages/Dag/Versions/VersionDiff.tsx      |   30 +-
 .../airflow/ui/src/pages/DagBundle/BundleFiles.tsx |    3 +-
 .../airflow/ui/src/pages/DagBundles/DagBundles.tsx |    3 +-
 .../src/airflow/ui/src/pages/DagsList/DagCard.tsx  |    7 +-
 .../airflow/ui/src/pages/DagsList/DagTags.test.tsx |  124 ++
 .../src/airflow/ui/src/pages/DagsList/DagTags.tsx  |   62 +-
 .../DagsList/DagsFilters/DagsFilters.test.tsx      |   80 +-
 .../src/pages/DagsList/DagsFilters/DagsFilters.tsx |    1 -
 .../ui/src/pages/DagsList/DagsList.test.tsx        |   14 +-
 .../src/airflow/ui/src/pages/DagsList/DagsList.tsx |  218 ++-
 .../ui/src/pages/DagsList/DagsListColumns.tsx      |  251 ++--
 .../src/pages/DagsList/DagsListCountsContext.tsx   |   73 +
 .../src/pages/DagsList/PartitionScheduleModal.tsx  |    3 +-
 .../pages/DagsList/RecentTaskStateCountsColumn.tsx |   35 +-
 .../src/airflow/ui/src/pages/Deadlines/index.tsx   |    3 +-
 .../src/airflow/ui/src/pages/Events/Events.tsx     |    3 +-
 .../pages/GroupTaskInstance/GroupTaskInstance.tsx  |    1 -
 .../GroupTaskInstance/GroupTaskInstances.test.tsx  |   93 --
 .../pages/GroupTaskInstance/GroupTaskInstances.tsx |   29 +-
 .../LoopIterations/IterationSelect.test.tsx        |  107 --
 .../LoopIterations/IterationSelect.tsx             |  155 --
 .../LoopIterations/loopUtils.test.ts               |   24 +-
 .../GroupTaskInstance/LoopIterations/loopUtils.ts  |   17 +-
 .../GroupTaskInstance/useLoopOutcomeStats.tsx      |    4 +-
 .../HITLTaskInstances/HITLResponseForm.test.tsx    |   36 +-
 .../pages/HITLTaskInstances/HITLResponseForm.tsx   |    6 +-
 airflow-core/src/airflow/ui/src/pages/Jobs.tsx     |    3 +-
 .../src/airflow/ui/src/pages/ReactPlugin.test.tsx  |   17 +
 .../src/airflow/ui/src/pages/ReactPlugin.tsx       |    4 +-
 .../airflow/ui/src/pages/Run/Execution.test.tsx    |  512 -------
 .../src/airflow/ui/src/pages/Run/Execution.tsx     |  325 -----
 airflow-core/src/airflow/ui/src/pages/Run/Run.tsx  |    1 -
 .../pages/Task/Overview/LoopHistoryChart.test.tsx  |    2 +-
 .../src/pages/Task/Overview/LoopHistoryChart.tsx   |    2 +-
 .../ui/src/pages/TaskInstance/HITLResponse.tsx     |    2 +-
 .../airflow/ui/src/pages/TaskInstance/Header.tsx   |   15 +
 .../src/pages/TaskInstance/TaskInstance.test.tsx   |    2 +-
 .../ui/src/pages/TaskInstance/TaskInstance.tsx     |   10 +-
 .../src/pages/TaskInstances/TaskInstances.test.tsx |   42 +-
 .../ui/src/pages/TaskInstances/TaskInstances.tsx   |   58 +-
 .../pages/TaskInstances/TaskInstancesFilter.tsx    |   33 +-
 .../ui/src/pages/TaskStateStore/TaskStateStore.tsx |    3 +-
 .../pages/TaskStateStore/TaskStateStoreModal.tsx   |    9 +-
 .../ui/src/pages/Variables/ImportVariablesForm.tsx |   21 +-
 .../airflow/ui/src/pages/Variables/Variables.tsx   |    3 +-
 .../src/airflow/ui/src/pages/XCom/XCom.tsx         |    3 +-
 .../src/airflow/ui/src/queries/useDags.tsx         |    3 +-
 .../src/airflow/ui/src/queries/useGridStructure.ts |   32 +-
 .../src/airflow/ui/src/queries/useIsLoopGroup.ts   |   72 +
 .../ui/src/queries/useLoopFilterOptions.test.ts    |  109 ++
 .../airflow/ui/src/queries/useLoopFilterOptions.ts |  180 +++
 .../src/airflow/ui/src/queries/useLoopSummary.ts   |    9 +-
 .../airflow/ui/src/queries/useUpdateHITLDetail.ts  |   12 +-
 airflow-core/src/airflow/ui/src/router.tsx         |    2 -
 .../ui/src/system-components/Modal/Modal.test.tsx  |   29 +-
 .../ui/src/system-components/Modal/Modal.tsx       |   33 +-
 .../airflow/ui/src/utils/executionParams.test.ts   |   35 +-
 .../src/airflow/ui/src/utils/executionParams.ts    |   32 +-
 airflow-core/src/airflow/ui/src/utils/hitl.test.ts |   48 +-
 airflow-core/src/airflow/ui/src/utils/hitl.ts      |   20 +-
 airflow-core/src/airflow/ui/src/utils/index.ts     |    1 +
 .../index.ts => utils/isOneOf.test.ts}             |   16 +-
 .../isOneOf.ts}                                    |   15 +-
 .../airflow/ui/src/utils/pluginAppliesTo.test.ts   |   21 +
 .../src/airflow/ui/src/utils/pluginAppliesTo.ts    |    6 +-
 .../src/airflow/ui/src/utils/useFiltersHandler.ts  |    2 +-
 airflow-core/src/airflow/ui/src/vite-env.d.ts      |   23 +-
 airflow-core/src/airflow/utils/cli.py              |    2 +
 airflow-core/src/airflow/utils/db.py               |    1 +
 .../src/airflow/utils/orm_event_handlers.py        |    4 -
 airflow-core/src/airflow/utils/sqlalchemy.py       |    5 +-
 .../tests/unit/always/test_example_dags.py         |    2 +
 .../tests/unit/always/test_project_structure.py    |    1 -
 .../unit/api_fastapi/common/test_http_metrics.py   |  297 ++++
 .../core_api/routes/public/test_connections.py     |    8 +
 .../core_api/routes/public/test_hitl.py            |   89 ++
 .../core_api/routes/public/test_plugins.py         |   11 +-
 .../core_api/routes/public/test_task_instances.py  |  120 ++
 .../api_fastapi/core_api/routes/ui/test_dags.py    |   51 +
 .../api_fastapi/core_api/routes/ui/test_gantt.py   |   29 +
 .../api_fastapi/core_api/routes/ui/test_grid.py    |   32 +
 .../unit/api_fastapi/core_api/test_security.py     |   75 +
 .../unit/api_fastapi/execution_api/test_app.py     |   18 +-
 .../execution_api/test_dag_processor_client.py     |  373 +++++
 .../execution_api/test_dag_processor_tokens.py     |   93 ++
 .../api_fastapi/execution_api/test_security.py     |  772 +++++++++-
 .../execution_api/test_token_scope_boundaries.py   |  127 +-
 .../execution_api/versions/head/test_jobs.py       |  470 +++++++
 .../execution_api/versions/head/test_router.py     |  111 +-
 .../versions/head/test_task_instances.py           |  390 +++++-
 .../execution_api/versions/head/test_xcoms.py      |  222 ++-
 .../versions/v2026_10_30/test_task_instances.py    |    4 +-
 .../versions/v2027_02_28}/__init__.py              |    0
 .../versions/v2027_02_28/test_jobs.py              |   76 +
 airflow-core/tests/unit/api_fastapi/test_app.py    |   23 +
 .../tests/unit/cli/commands/test_dag_command.py    |   69 +
 .../cli/commands/test_dag_processor_command.py     |    4 +-
 .../commands/test_dag_processor_token_command.py   |  237 ++++
 airflow-core/tests/unit/core/test_settings.py      |  100 +-
 .../tests/unit/core/test_sqlalchemy_config.py      |   12 +-
 .../bundles/test_dag_bundle_manager.py             |   21 +-
 .../unit/dag_processing/bundles/test_manifest.py   |  881 ++++++++++++
 .../tests/unit/dag_processing/test_api_client.py   |  953 +++++++++++++
 .../tests/unit/dag_processing/test_collection.py   |   44 +
 .../tests/unit/executors/test_base_executor.py     |   46 +
 airflow-core/tests/unit/jobs/test_scheduler_job.py |   49 +
 airflow-core/tests/unit/jobs/test_triggerer_job.py |  207 ++-
 .../test_0142_unify_task_attempt_ownership.py      |  530 ++++++-
 airflow-core/tests/unit/models/test_base.py        |   43 +-
 airflow-core/tests/unit/models/test_cleartasks.py  |   85 +-
 airflow-core/tests/unit/models/test_dagrun.py      |  158 ++-
 airflow-core/tests/unit/models/test_deadline.py    |  257 +---
 .../tests/unit/models/test_deadline_alert.py       |   84 +-
 .../tests/unit/models/test_mappedoperator.py       |  126 ++
 .../tests/unit/models/test_taskinstance.py         |    2 +-
 airflow-core/tests/unit/models/test_trigger.py     |   27 +-
 .../tests/unit/observability/metrics/test_stats.py |   13 +
 .../tests/unit/plugins/test_plugins_manager.py     |   55 +-
 .../serialization/definitions/test_deadline.py     |    1 +
 airflow-core/tests/unit/utils/test_cli_util.py     |   60 +
 .../tests/unit/utils/test_orm_event_handlers.py    |   37 -
 .../src/airflowctl/api/datamodels/generated.py     |    7 +
 airflow-e2e-tests/docker/go.yml                    |    5 +
 airflow-e2e-tests/docker/java.yml                  |    6 +
 airflow-e2e-tests/java-native-bundle/build.gradle  |    1 +
 .../apache/airflow/e2e/NativeBundleBuilder.java    |   12 +-
 .../airflow/e2e/nativedag/AnnotationDag.java       |   28 +-
 .../apache/airflow/e2e/nativedag/DynamicDags.java  |   74 +
 .../org/apache/airflow/e2e/TestBundleBuilder.java  |   36 +-
 .../src/resources/dags/java_test_dags.py           |   12 +
 .../tests/airflow_e2e_tests/conftest.py            |  176 ++-
 .../tests/airflow_e2e_tests/constants.py           |   10 +-
 .../airflow_e2e_tests/e2e_test_utils/clients.py    |   32 +
 .../e2e_test_utils/dynamic_dags.py                 |   71 +
 .../go_sdk_tests/test_go_sdk_dynamic_dag.py        |   83 ++
 .../go_sdk_tests/test_go_sdk_task_state.py         |    6 +-
 .../java_sdk_tests/test_java_sdk_dag.py            |   72 +-
 .../java_sdk_tests/test_java_sdk_dynamic_dag.py    |   89 ++
 chart/pyproject.toml                               |    6 +-
 contributing-docs/11_documentation_building.rst    |   10 +-
 dev/breeze/doc/03_developer_tasks.rst              |   14 +-
 dev/breeze/doc/images/output_build-docs.svg        |  100 +-
 dev/breeze/doc/images/output_build-docs.txt        |    2 +-
 .../airflow_breeze/commands/developer_commands.py  |   10 -
 .../commands/developer_commands_config.py          |    4 +-
 .../src/airflow_breeze/params/doc_build_params.py  |    6 -
 .../src/airflow_breeze/utils/verification_plan.py  |    5 +
 dev/breeze/tests/test_developer_commands.py        |    6 +-
 dev/breeze/tests/test_reproduce_ci.py              |    4 +-
 dev/breeze/tests/test_verification_plan.py         |   12 +
 dev/breeze/tests/test_verify_commands.py           |   17 +
 dev/mypy/docs/conf.py                              |    2 +-
 devel-common/pyproject.toml                        |    2 +-
 devel-common/src/docs/README.rst                   |   41 +-
 devel-common/src/docs/build_docs.py                |  310 +---
 devel-common/src/docs/utils/conf_constants.py      |    4 +-
 .../src/sphinx_exts/airflow_intersphinx.py         |   50 +-
 devel-common/src/sphinx_exts/airflow_spelling.py   |  217 +++
 .../src/sphinx_exts/docs_build/docs_builder.py     |  114 +-
 .../src/sphinx_exts/docs_build/spelling_checks.py  |  115 +-
 devel-common/src/sphinx_exts/mermaid_config.json   |    3 +
 .../src/sphinx_exts/mermaid_puppeteer_config.json  |    3 +
 devel-common/src/sphinx_exts/mermaid_svg.py        |   66 +
 devel-common/src/tests_common/pytest_plugin.py     |   15 -
 .../tests_common/test_utils/in_process_taskrun.py  |   40 +-
 .../docs_build/test_build_docs_mermaid.py          |  104 ++
 .../sphinx_exts/docs_build/test_docs_builder.py    |   52 +
 .../sphinx_exts/docs_build/test_spelling_checks.py |  134 ++
 .../unit/sphinx_exts/test_airflow_intersphinx.py   |   51 -
 .../unit/sphinx_exts/test_airflow_spelling.py      |  213 +++
 .../tests/unit/sphinx_exts/test_mermaid_svg.py     |   83 ++
 docker-stack-docs/pyproject.toml                   |    6 +-
 docs/README.md                                     |    4 +-
 docs/spelling_wordlist.txt                         |   18 +
 generated/known_sdk_imports_in_core.txt            |    1 +
 go-sdk/cmd/airflow-go-pack/pack.go                 |    4 +-
 go-sdk/cmd/airflow-go-pack/pack_test.go            |   36 +
 go-sdk/example/dynamic/dags.go                     |   67 +
 .../example/dynamic/dags.yaml                      |   10 +-
 go-sdk/example/dynamic/main.go                     |   60 +
 java-sdk/README.md                                 |   16 +-
 java-sdk/capabilities.yaml                         |    2 +-
 .../apache/airflow/example/AnnotationExample.java  |   10 +-
 .../apache/airflow/example/XComCastingExample.java |   16 +-
 .../example/nativedag/AnnotationExample.java       |   30 +-
 java-sdk/processor/build.gradle.kts                |    2 +-
 .../{BuilderProcessor.kt => AirflowProcessor.kt}   |  120 +-
 .../services/javax.annotation.processing.Processor |    2 +-
 .../{BuilderTest.kt => AirflowProcessorTest.kt}    |  682 ++++-----
 java-sdk/sdk/build.gradle.kts                      |   38 +-
 java-sdk/sdk/module.md                             |    2 +-
 .../src/main/kotlin/org/apache/airflow/sdk/Arg.kt  |    2 +-
 .../main/kotlin/org/apache/airflow/sdk/Bundle.kt   |   16 +-
 .../main/kotlin/org/apache/airflow/sdk/DagDef.kt   |   12 +-
 .../src/main/kotlin/org/apache/airflow/sdk/Deps.kt |    4 +-
 .../kotlin/org/apache/airflow/sdk/TaskInput.kt     |    4 +-
 .../kotlin/org/apache/airflow/sdk/TriggerDagRun.kt |    2 +-
 .../org/apache/airflow/sdk/internal/ArgValues.kt   |    2 +-
 .../org/apache/airflow/sdk/internal/Fields.kt      |    4 +-
 .../org/apache/airflow/sdk/internal/InputTypes.kt  |    2 +-
 .../kotlin/org/apache/airflow/sdk/internal/Refs.kt |    8 +-
 .../org/apache/airflow/sdk/internal/Registrar.kt   |    4 +-
 .../kotlin/org/apache/airflow/sdk/BundleTest.kt    |   12 +-
 .../apache/airflow/sdk/internal/ArgValuesTest.kt   |    2 +-
 .../org/apache/airflow/sdk/internal/RefsTest.kt    |    4 +-
 .../airflow/k8sexample/MixedLanguageExample.java   |    4 +-
 providers-summary-docs/pyproject.toml              |    6 +-
 providers/.last_release_date.txt                   |    2 +-
 providers/amazon/README.rst                        |    2 +-
 providers/amazon/docs/changelog.rst                |   16 +-
 providers/amazon/docs/index.rst                    |    2 +-
 .../amazon/docs/operators/emr/emr_serverless.rst   |   17 +
 providers/amazon/provider.yaml                     |    2 +-
 providers/amazon/pyproject.toml                    |    2 +-
 .../airflow/providers/amazon/aws/hooks/base_aws.py |    7 +-
 .../airflow/providers/amazon/aws/operators/eks.py  |   18 +-
 .../airflow/providers/amazon/aws/operators/emr.py  |   60 +-
 .../providers/amazon/aws/waiters/comprehend.json   |   55 +
 .../airflow/providers/amazon/aws/waiters/dms.json  |    4 +-
 .../aws/example_comprehend_document_classifier.py  |   21 +-
 .../amazon/aws/example_emr_serverless_session.py   |   11 +
 .../tests/unit/amazon/aws/hooks/test_base_aws.py   |    5 +
 .../tests/unit/amazon/aws/operators/test_eks.py    |  103 +-
 .../aws/operators/test_emr_serverless_session.py   |   62 +-
 .../unit/amazon/aws/waiters/test_comprehend.py     |   54 +
 .../tests/unit/amazon/aws/waiters/test_dms.py      |   36 +-
 .../airflow/providers/anthropic/hooks/anthropic.py |    8 +-
 providers/celery/docs/celery_executor.rst          |   51 +
 providers/celery/provider.yaml                     |   14 +
 .../celery/executors/celery_executor_utils.py      |   27 +-
 .../airflow/providers/celery/get_provider_info.py  |    7 +
 .../unit/celery/executors/test_celery_executor.py  |  124 +-
 providers/common/ai/README.rst                     |   23 +-
 providers/common/ai/docs/agent_security.rst        |   18 +-
 providers/common/ai/docs/approval_gates.rst        |  238 +++-
 providers/common/ai/docs/capabilities.rst          |   29 +-
 providers/common/ai/docs/changelog.rst             |  101 +-
 providers/common/ai/docs/code_mode.rst             |    5 +-
 providers/common/ai/docs/decision_models.rst       |   17 +-
 providers/common/ai/docs/durable_execution.rst     |  372 +++--
 providers/common/ai/docs/features.rst              |  310 +++-
 providers/common/ai/docs/frameworks/adk.rst        |    4 +-
 providers/common/ai/docs/frameworks/anthropic.rst  |  212 +++
 providers/common/ai/docs/frameworks/index.rst      |   79 +-
 .../common/ai/docs/frameworks/openai_agents.rst    |  162 +++
 .../common/ai/docs/frameworks/pydantic_ai.rst      |   22 +-
 providers/common/ai/docs/frameworks/strands.rst    |  133 +-
 .../ai/docs/img/approval_required_actions.png      |  Bin 0 -> 78595 bytes
 .../common/ai/docs/img/approval_review_form.png    |  Bin 0 -> 95532 bytes
 providers/common/ai/docs/index.rst                 |   38 +-
 providers/common/ai/docs/installation.rst          |   13 +-
 providers/common/ai/docs/memory.rst                |  163 +++
 providers/common/ai/docs/message_history.rst       |   63 +-
 providers/common/ai/docs/model_providers.rst       |   17 +
 providers/common/ai/docs/observability.rst         |   62 +-
 providers/common/ai/docs/operations.rst            |    3 +
 providers/common/ai/docs/operators/agent.rst       |   31 +-
 providers/common/ai/docs/operators/llm.rst         |   54 +-
 providers/common/ai/docs/operators/llm_batch.rst   |   17 +-
 providers/common/ai/docs/operators/llm_branch.rst  |    6 +-
 .../common/ai/docs/operators/llm_file_analysis.rst |   11 +-
 .../ai/docs/operators/llm_schema_compare.rst       |   14 +-
 providers/common/ai/docs/operators/llm_sql.rst     |    5 -
 providers/common/ai/docs/provider_fallback.rst     |   22 +-
 providers/common/ai/docs/recovery.rst              |  163 +++
 providers/common/ai/docs/retry_policies.rst        |   14 +-
 providers/common/ai/docs/sandbox/backends.rst      |  476 ++++++-
 providers/common/ai/docs/sandbox/configuration.rst |   38 +-
 providers/common/ai/docs/sandbox/index.rst         |   92 +-
 providers/common/ai/docs/stability.rst             |  182 ++-
 providers/common/ai/docs/tool_approval.rst         |  126 +-
 providers/common/ai/docs/toolsets/hook.rst         |   50 +-
 providers/common/ai/docs/toolsets/index.rst        |   28 +-
 providers/common/ai/docs/toolsets/logging.rst      |    4 +-
 providers/common/ai/docs/toolsets/mcp.rst          |    4 +-
 .../common/ai/docs/toolsets/object_storage.rst     |    8 +-
 .../ai/docs/toolsets/progressive_disclosure.rst    |  146 ++
 providers/common/ai/docs/toolsets/skills.rst       |    9 +-
 providers/common/ai/docs/toolsets/sql.rst          |    6 +-
 providers/common/ai/docs/troubleshooting.rst       |   36 +-
 providers/common/ai/docs/why_common_ai.rst         |  199 +++
 providers/common/ai/provider.yaml                  |   25 +-
 providers/common/ai/pyproject.toml                 |   60 +-
 .../ai/src/airflow/providers/common/ai/__init__.py |    2 +-
 .../airflow/providers/common/ai/batch/anthropic.py |   24 +-
 .../providers/common/ai/batch/output_schema.py     |    9 +-
 .../providers/common/ai/decorators/llm_batch.py    |    5 -
 .../common/ai/decorators/llm_file_analysis.py      |    5 -
 .../common/ai/decorators/llm_schema_compare.py     |    5 -
 .../providers/common/ai/decorators/llm_sql.py      |    5 -
 .../providers/common/ai/durable/__init__.py        |   19 +
 .../airflow/providers/common/ai/durable/base.py    |   59 +-
 .../providers/common/ai/durable/caching_model.py   |  226 ---
 .../providers/common/ai/durable/caching_toolset.py |  141 --
 .../providers/common/ai/durable/capability.py      |  541 +++++++
 .../providers/common/ai/durable/fingerprint.py     |   50 +-
 .../airflow/providers/common/ai/durable/journal.py |  600 ++++++++
 .../providers/common/ai/durable/replay_usage.py    |  149 +-
 .../providers/common/ai/durable/step_counter.py    |   52 -
 .../airflow/providers/common/ai/durable/storage.py |  140 +-
 .../airflow/providers/common/ai/durable/strands.py |  209 +++
 .../providers/common/ai/durable/strands_storage.py |  137 ++
 .../common/ai/durable/task_state_store.py          |  155 +-
 .../ai/example_dags/example_agent_durable.py       |   35 +-
 .../common/ai/example_dags/example_agent_memory.py |  135 ++
 .../ai/example_dags/example_agent_recovery.py      |   70 +
 .../ai/example_dags/example_agent_tool_judge.py    |  188 +++
 .../example_dags/example_aip_progress_tracker.py   |    6 +-
 .../example_dags/example_anthropic_tool_runner.py  |   82 ++
 .../common/ai/example_dags/example_llm.py          |   11 +-
 .../common/ai/example_dags/example_llm_approval.py |   54 +
 .../ai/example_dags/example_openai_agents_agent.py |   90 ++
 .../example_progressive_tool_disclosure.py         |  107 ++
 .../ai/example_dags/example_strands_durable.py     |   93 ++
 .../ai/example_dags/example_why_common_ai.py       |   56 +
 .../src/airflow/providers/common/ai/exceptions.py  |   38 +-
 .../providers/common/ai/get_provider_info.py       |   15 +-
 .../providers/common/ai/hooks/pydantic_ai.py       |   51 +-
 .../airflow/providers/common/ai/mixins/approval.py |   61 +-
 .../providers/common/ai/mixins/hitl_review.py      |   14 +-
 .../airflow/providers/common/ai/observability.py   |    5 +
 .../airflow/providers/common/ai/operators/agent.py |  499 ++++---
 .../airflow/providers/common/ai/operators/llm.py   |   88 +-
 .../providers/common/ai/operators/llm_batch.py     |   17 +-
 .../providers/common/ai/operators/llm_branch.py    |    9 +-
 .../common/ai/operators/llm_file_analysis.py       |   16 +-
 .../common/ai/operators/llm_schema_compare.py      |   31 +-
 .../providers/common/ai/operators/llm_sql.py       |   15 +-
 .../providers/common/ai/plugins/_plugin_urls.py    |   50 +
 .../providers/common/ai/plugins/hitl_review.py     |   36 +-
 .../providers/common/ai/plugins/model_panel.py     |   97 ++
 .../providers/common/ai/plugins/www/package.json   |    3 +-
 .../providers/common/ai/plugins/www/pnpm-lock.yaml |   12 +
 .../ai/plugins/www/src/components/ModelPanel.tsx   |  142 ++
 .../ai/plugins/www/src/components/NoModelInfo.tsx  |   58 +
 .../ai/plugins/www/src/components/Tooltip.tsx      |   65 +
 .../ai/plugins/www/src/hooks/useModelInfo.ts       |   67 +
 .../common/ai/plugins/www/src/model-api.ts         |   83 ++
 .../providers/common/ai/plugins/www/src/model.tsx  |   73 +
 .../common/ai/plugins/www/src/types/model.ts       |   11 +-
 .../providers/common/ai/plugins/www/vite.config.ts |   23 +-
 .../airflow/providers/common/ai/policies/retry.py  |   28 +-
 .../providers/common/ai/sandbox/__init__.py        |   10 +
 .../airflow/providers/common/ai/sandbox/base.py    |    2 +-
 .../airflow/providers/common/ai/sandbox/boat.py    |  697 +++++++++
 .../airflow/providers/common/ai/sandbox/islo.py    |  757 ++++++++++
 .../providers/common/ai/sandbox/opensandbox.py     |   81 +-
 .../providers/common/ai/sandbox/openshell.py       | 1139 +++++++++++++++
 .../src/airflow/providers/common/ai/sandbox/sbx.py |    3 +-
 .../airflow/providers/common/ai/tools/__init__.py  |   10 +-
 .../src/airflow/providers/common/ai/tools/adk.py   |    2 +-
 .../airflow/providers/common/ai/tools/anthropic.py |  288 ++++
 .../providers/common/ai/tools/openai_agents.py     |  391 ++++++
 .../airflow/providers/common/ai/tools/strands.py   |   12 +-
 .../airflow/providers/common/ai/tools/tracing.py   |   13 +-
 .../airflow/providers/common/ai/toolsets/hook.py   |  179 ++-
 .../providers/common/ai/toolsets/managed_agent.py  |    6 +-
 .../providers/common/ai/toolsets/object_storage.py |    5 -
 .../providers/common/ai/triggers/llm_batch.py      |    5 -
 .../providers/common/ai/utils/coroutines.py        |   13 +-
 .../airflow/providers/common/ai/utils/masking.py   |   26 +-
 .../providers/common/ai/utils/output_type.py       |  142 +-
 .../providers/common/ai/utils/tool_definition.py   |   12 +
 .../providers/common/ai/utils/tool_metrics.py      |    2 +-
 .../providers/common/ai/utils/toolset_base.py      |   88 +-
 .../common/ai/tests/system/common/ai/README.md     |   54 +-
 .../common/ai/example_sandbox_toolset_boat.py      |  234 ++++
 .../common/ai/example_sandbox_toolset_islo.py      |  134 ++
 .../common/ai/example_sandbox_toolset_openshell.py |  122 ++
 .../tests/unit/common/ai/batch/test_anthropic.py   |   57 +-
 .../unit/common/ai/batch/test_output_schema.py     |   13 +-
 .../ai/tests/unit/common/ai/durable/conftest.py    |   12 +-
 .../tests/unit/common/ai/durable/memory_storage.py |   58 +
 .../ai/tests/unit/common/ai/durable/test_base.py   |   15 +-
 .../unit/common/ai/durable/test_caching_model.py   |  432 ------
 .../unit/common/ai/durable/test_caching_toolset.py |  268 ----
 .../unit/common/ai/durable/test_capability.py      |  959 +++++++++++++
 .../tests/unit/common/ai/durable/test_code_mode.py |  229 +++
 .../unit/common/ai/durable/test_fingerprint.py     |   71 +
 .../tests/unit/common/ai/durable/test_journal.py   |  515 +++++++
 .../unit/common/ai/durable/test_replay_cost.py     |  231 ++-
 .../common/ai/durable/test_replay_verification.py  |  138 --
 .../unit/common/ai/durable/test_step_counter.py    |   38 -
 .../tests/unit/common/ai/durable/test_storage.py   |  227 +--
 .../tests/unit/common/ai/durable/test_strands.py   |  314 +++++
 .../unit/common/ai/durable/test_strands_storage.py |  156 +++
 .../common/ai/durable/test_task_state_store.py     |  212 +--
 .../tests/unit/common/ai/hooks/test_pydantic_ai.py |  153 +-
 .../tests/unit/common/ai/mixins/test_approval.py   |  133 +-
 .../unit/common/ai/mixins/test_hitl_review.py      |   58 +
 .../tests/unit/common/ai/operators/test_agent.py   |  844 +++++------
 .../ai/operators/test_agent_tool_approval.py       |  221 ++-
 .../common/ai/operators/test_agent_tool_judge.py   |  234 ++++
 .../ai/tests/unit/common/ai/operators/test_llm.py  |  115 +-
 .../unit/common/ai/operators/test_llm_batch.py     |   20 +
 .../unit/common/ai/operators/test_llm_branch.py    |   25 +
 .../common/ai/operators/test_llm_file_analysis.py  |   31 +-
 .../common/ai/operators/test_llm_schema_compare.py |   14 +-
 .../tests/unit/common/ai/operators/test_llm_sql.py |   13 +-
 .../unit/common/ai/plugins/test__plugin_urls.py    |   46 +
 .../unit/common/ai/plugins/test_hitl_review.py     |   11 -
 .../unit/common/ai/plugins/test_model_panel.py     |   72 +
 .../common/ai/plugins/test_model_panel_compat.py   |   46 +
 .../ai/tests/unit/common/ai/policies/test_retry.py |   37 +-
 .../ai/tests/unit/common/ai/sandbox/test_boat.py   | 1184 ++++++++++++++++
 .../ai/tests/unit/common/ai/sandbox/test_islo.py   | 1276 +++++++++++++++++
 .../unit/common/ai/sandbox/test_opensandbox.py     |  108 +-
 .../tests/unit/common/ai/sandbox/test_openshell.py | 1479 ++++++++++++++++++++
 .../ai/tests/unit/common/ai/test_exceptions.py     |    2 +
 .../tests/unit/common/ai/tools/test_anthropic.py   |  364 +++++
 .../unit/common/ai/tools/test_openai_agents.py     |  611 ++++++++
 .../ai/tests/unit/common/ai/tools/test_strands.py  |   54 +-
 .../ai/tests/unit/common/ai/toolsets/test_hook.py  |  356 ++++-
 .../tests/unit/common/ai/utils/test_coroutines.py  |   14 +
 .../ai/tests/unit/common/ai/utils/test_masking.py  |   51 +-
 .../tests/unit/common/ai/utils/test_output_type.py |  422 +++++-
 .../unit/common/ai/utils/test_tool_metrics.py      |   61 +-
 .../unit/common/ai/utils/test_toolset_base.py      |   42 +-
 providers/common/compat/README.rst                 |    6 +-
 providers/common/compat/docs/changelog.rst         |   11 +
 providers/common/compat/docs/index.rst             |    6 +-
 providers/common/compat/provider.yaml              |    3 +-
 providers/common/compat/pyproject.toml             |    6 +-
 .../airflow/providers/common/compat/__init__.py    |    2 +-
 .../providers/common/compat/_retry_policy.py       |    5 +-
 .../src/airflow/providers/common/compat/sdk.py     |    7 +-
 .../tests/unit/common/compat/test__retry_policy.py |   16 +
 providers/common/sql/docs/operators.rst            |   18 +-
 .../sql/src/airflow/providers/common/sql/config.py |   19 +-
 .../providers/common/sql/datafusion/base.py        |    9 +
 .../providers/common/sql/datafusion/engine.py      |   23 +-
 .../sql/datafusion/object_storage_provider.py      |   70 +-
 .../unit/common/sql/datafusion/test_engine.py      |  100 +-
 .../sql/datafusion/test_object_storage_provider.py |  153 ++
 .../sql/tests/unit/common/sql/test_config.py       |    2 +
 providers/databricks/docs/index.rst                |    2 +-
 providers/databricks/pyproject.toml                |    2 +-
 .../providers/databricks/hooks/databricks_sql.py   |    5 +-
 .../providers/databricks/utils/openlineage.py      |  123 +-
 .../unit/databricks/hooks/test_databricks_sql.py   |   16 +-
 .../unit/databricks/utils/test_openlineage.py      |  947 +++----------
 providers/dbt/cloud/docs/changelog.rst             |    3 +-
 providers/dbt/cloud/docs/index.rst                 |    8 +-
 providers/dbt/cloud/provider.yaml                  |    2 +-
 providers/dbt/cloud/pyproject.toml                 |    2 +-
 .../airflow/providers/dbt/cloud/triggers/dbt.py    |   24 +-
 .../providers/dbt/cloud/utils/openlineage.py       |   57 +-
 .../tests/unit/dbt/cloud/triggers/test_dbt.py      |   20 +
 .../tests/unit/dbt/cloud/utils/test_openlineage.py |   20 +-
 providers/edge3/docs/changelog.rst                 |    9 +
 providers/edge3/docs/edge_executor.rst             |    7 +
 providers/edge3/docs/migrations-ref.rst            |    4 +-
 .../providers/edge3/executors/edge_executor.py     |    2 +
 .../0007_5_1_0_add_priority_weight_to_edge_job.py  |   55 +
 .../edge3/src/airflow/providers/edge3/models/db.py |    1 +
 .../src/airflow/providers/edge3/models/edge_job.py |    5 +-
 .../src/airflow/providers/edge3/models/types.py    |   20 +-
 .../providers/edge3/worker_api/routes/jobs.py      |   34 +-
 .../unit/edge3/executors/test_edge_executor.py     |   19 +-
 providers/edge3/tests/unit/edge3/models/test_db.py |   72 +-
 .../unit/edge3/worker_api/routes/test_jobs.py      |  222 ++-
 providers/fab/docs/auth-manager/access-control.rst |   91 +-
 .../fab/auth_manager/cli_commands/role_command.py  |   26 +
 .../fab/www/extensions/init_wsgi_middlewares.py    |   68 +-
 .../fab/src/airflow/providers/fab/www/package.json |    6 +-
 .../src/airflow/providers/fab/www/pnpm-lock.yaml   |  830 +++++------
 .../auth_manager/cli_commands/test_role_command.py |   69 +
 .../www/extensions/test_init_wsgi_middlewares.py   |   89 ++
 providers/google/docs/changelog.rst                |    9 +-
 providers/google/provider.yaml                     |    2 +-
 .../keycloak/auth_manager/cli/commands.py          |    2 +-
 .../keycloak/auth_manager/cli/test_commands.py     |    2 +-
 .../openlineage/utils/sql_hook_lineage.py          |   28 +-
 .../openlineage_policy_hook_lineage_dag.json       |   16 +-
 .../openlineage/utils/test_sql_hook_lineage.py     |    6 +-
 providers/snowflake/docs/index.rst                 |    2 +-
 providers/snowflake/pyproject.toml                 |    2 +-
 .../airflow/providers/snowflake/hooks/snowflake.py |    5 +-
 .../providers/snowflake/utils/openlineage.py       |  174 +--
 .../tests/unit/snowflake/hooks/test_snowflake.py   |   17 +-
 .../tests/unit/snowflake/utils/test_openlineage.py |  886 +++---------
 .../providers/standard/sensors/date_time.py        |   54 +-
 .../providers/standard/triggers/temporal.py        |   56 +-
 .../tests/unit/standard/sensors/test_date_time.py  |   86 +-
 .../tests/unit/standard/triggers/test_temporal.py  |   42 +
 pyproject.toml                                     |    8 +
 registry/src/_data/durableModules.js               |   72 +
 registry/src/css/main.css                          |  265 +++-
 registry/src/durable.njk                           |  108 ++
 registry/src/explore.njk                           |    1 +
 registry/src/js/durable-filters.js                 |  130 ++
 registry/src/provider-version.njk                  |    3 +
 registry/src/sitemap.njk                           |    1 +
 reproducible_build.yaml                            |    4 +-
 scripts/ci/docker-compose/tests-sources.yml        |    2 +-
 scripts/ci/prek/generate_execution_api_schema.py   |    4 +-
 scripts/ci/prek/update_providers_dependencies.py   |    8 +-
 scripts/ci/prek/upgrade_important_versions.py      |    2 +-
 scripts/in_container/bin/generate_mprocs_config.py |    3 +-
 scripts/in_container/install_mermaid_cli.sh        |   40 +
 scripts/in_container/run_agent_framework_tests.sh  |   46 +-
 scripts/in_container/run_generate_constraints.py   |   45 +-
 .../in_container/run_provider_yaml_files_check.py  |    3 -
 .../in_container/test_generate_mprocs_config.py    |   37 +-
 .../in_container/test_run_generate_constraints.py  |   69 +
 .../src/airflow_shared/logging/structlog.py        |   19 +-
 shared/logging/tests/logging/test_structlog.py     |   44 +
 .../observability/metrics/metrics_template.yaml    |   29 +-
 task-sdk/dev/generate_task_sdk_models.py           |    4 +-
 task-sdk/docs/airflow-metadata.schema.json         |    3 +-
 task-sdk/docs/conf.py                              |    4 +-
 task-sdk/docs/executable-bundle-spec.rst           |    7 +-
 task-sdk/docs/lang-sdk-spec.rst                    |    6 +-
 task-sdk/pyproject.toml                            |   11 +-
 task-sdk/src/airflow/sdk/api/client.py             |   62 +-
 .../src/airflow/sdk/api/datamodels/_generated.py   |  132 +-
 task-sdk/src/airflow/sdk/definitions/deadline.py   |   37 +-
 .../src/airflow/sdk/definitions/retry_policy.py    |   94 +-
 .../sdk/execution_time/callback_supervisor.py      |    2 +
 task-sdk/src/airflow/sdk/execution_time/comms.py   |    5 +
 .../src/airflow/sdk/execution_time/supervisor.py   |   56 +-
 .../src/airflow/sdk/execution_time/task_runner.py  |   68 +-
 task-sdk/src/airflow/sdk/importers/base.py         |   31 +-
 .../sdk/importers/yaml_importer/__init__.py        |    9 +-
 .../airflow/sdk/importers/yaml_importer/builder.py |  570 ++++++++
 .../sdk/importers/yaml_importer/importer.py        |  169 +++
 .../sdk/importers/yaml_importer/migrator.py        |    3 +-
 .../airflow/sdk/importers/yaml_importer/models.py  |   84 +-
 .../sdk/importers/yaml_importer/schema.json        |   62 +-
 task-sdk/src/airflow/sdk/importers/zip_importer.py |   13 +
 task-sdk/tests/task_sdk/__init__.py                |   10 +-
 task-sdk/tests/task_sdk/api/test_client.py         |  819 +++++------
 .../task_sdk/definitions/test_retry_policy.py      |  121 +-
 .../execution_time/test_callback_supervisor.py     |   14 +
 .../execution_time/test_request_handlers.py        |    6 +-
 .../tests/task_sdk/execution_time/test_secrets.py  |   20 +
 .../task_sdk/execution_time/test_supervisor.py     |  228 ++-
 .../task_sdk/execution_time/test_task_runner.py    |  237 ++++
 .../importers/yaml_importer/test_importer.py       |  722 ++++++++++
 .../importers/yaml_importer/test_parser.py         |   10 +
 ts-sdk/src/sdk/dag.ts                              |   18 +-
 ts-sdk/tests/hitl/operator.test.ts                 |   11 +
 ts-sdk/tests/sdk/trigger-dag-run.test.ts           |   13 +
 uv.lock                                            |  653 +++++----
 728 files changed, 46280 insertions(+), 11818 deletions(-)
 create mode 100644 airflow-core/newsfragments/67592.bugfix.rst
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airflow-core/src/airflow/api_fastapi/execution_api/versions/v2027_02_28.py (62%)
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airflow-core/src/airflow/ui/src/pages/GroupTaskInstance/GroupTaskInstances.test.tsx
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airflow-core/src/airflow/ui/src/{pages/GroupTaskInstance/LoopIterations/index.ts
 => utils/isOneOf.test.ts} (66%)
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utils/isOneOf.ts} (66%)
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tests/unit/api_fastapi/execution_api/versions/v2027_02_28}/__init__.py (100%)
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