jroachgolf84 commented on code in PR #67299:
URL: https://github.com/apache/airflow/pull/67299#discussion_r3313056275


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airflow-core/docs/core-concepts/task-state.rst:
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+ .. Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+ ..   http://www.apache.org/licenses/LICENSE-2.0
+
+ .. Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+
+.. _concepts:task-state:
+
+Task State
+==========
+
+.. versionadded:: 3.3
+
+Task state is a persistent key/value store scoped to a single task instance 
(``dag_id`` + ``run_id`` + ``task_id`` + ``map_index``). It survives worker 
crashes and task retries within the same Dag run, making it suitable for 
storing external job IDs, intra-task checkpoints, and progress metadata.
+
+Task state is accessed through the task context via ``context["task_state"]`` 
and exposes four methods: ``get``, ``set``, ``delete``, and ``clear``.
+
+
+Accessing task state
+--------------------
+
+Inside any ``@task``-decorated function or ``BaseOperator.execute()`` method, 
task state is available through the ``context`` dictionary via the 
``task_state`` key. From there, it can be used to retrieve, set, delete, or 
clear task state for a specific key-value pair. In this example, the ``job_id`` 
is retrieved from task state, then upated.
+
+.. code-block:: python
+    from airflow.sdk import task
+    import random
+
+    @task
+    def my_task(**context):
+        # Retrieve task_state from context
+        task_state = context["task_state"]
+        my_value = task_state.get("my_key")
+
+        # Set the new value
+        new_value = f"It is {random.randint(1, 12 + 1)} o'clock"
+        task_state.set("my_key", new_value)
+
+Reference
+-------------
+
+``get(key)``
+~~~~~~~~~~~~
+
+Returns the stored string value, or ``None`` if the key does not exist.
+
+.. code-block:: python
+
+    value = task_state.get("job_id")  # returns str or None
+
+``set(key, value, *, retention=None)``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Writes or overwrites a key. Note, ``value`` must be a string.

Review Comment:
   Updated!



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