AlejandroMorgante commented on code in PR #74386:
URL: https://github.com/apache/airflow/pull/74386#discussion_r4343962628


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providers/databricks/src/airflow/providers/databricks/hooks/agent.py:
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@@ -0,0 +1,435 @@
+# 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.
+"""Invoke agents served by Databricks DurableAgentServer."""
+
+from __future__ import annotations
+
+import json
+import time
+from typing import TYPE_CHECKING, Any, cast
+from urllib.parse import urlsplit
+from uuid import UUID, uuid4
+
+import aiohttp
+import requests
+from tenacity import RetryError, stop_before_delay
+
+from airflow.providers.common.compat.sdk import AirflowException, 
AirflowOptionalProviderFeatureException
+from airflow.providers.databricks.exceptions import 
DatabricksAgentInvocationTimeout, DatabricksApiError
+from airflow.providers.databricks.hooks.databricks_base import 
BaseDatabricksHook, _TokenAuth
+
+if TYPE_CHECKING:
+    from tenacity.stop import stop_base
+
+    from airflow.providers.common.ai.exceptions import 
ManagedAgentInvocationError
+    from airflow.providers.common.ai.managed_agents.base import (
+        BaseManagedAgentHook,
+        ManagedAgentCapabilities,
+        ManagedAgentRef,
+        ManagedAgentRequest,
+        ManagedAgentResponse,
+    )
+else:
+    try:
+        from airflow.providers.common.ai.exceptions import 
ManagedAgentInvocationError
+        from airflow.providers.common.ai.managed_agents.base import (
+            BaseManagedAgentHook,
+            ManagedAgentCapabilities,
+            ManagedAgentRef,
+            ManagedAgentResponse,
+        )
+    except ImportError as e:
+        _common_ai_import_error = e
+
+        def _needs_common_ai(*args: Any, **kwargs: Any) -> Any:
+            raise AirflowOptionalProviderFeatureException(
+                "Consulting a Databricks agent needs the 'common.ai' extra: "
+                "pip install 'apache-airflow-providers-databricks[common.ai]'."
+            ) from _common_ai_import_error
+
+        class BaseManagedAgentHook:
+            """Keep background invocation available without the Common AI 
extra."""
+
+            agent = _needs_common_ai
+
+        ManagedAgentCapabilities = ManagedAgentRef = ManagedAgentResponse = 
_needs_common_ai
+        ManagedAgentInvocationError = _needs_common_ai
+
+
+_AGENT_OPTIONS = frozenset({"input_key", "invocation_id"})
+
+
+class DatabricksAgentHook(BaseDatabricksHook, BaseManagedAgentHook):
+    """
+    Invoke a DurableAgentServer deployed on Databricks Apps.
+
+    With the ``common.ai`` extra installed, ``hook.agent(app_url)`` exposes 
the synchronous
+    invocation API through the managed-agent contract. Background invocations 
remain available
+    through ``create_invocation`` and ``get_invocation`` without that extra.
+
+    :param app_url: HTTPS base URL for background invocation methods. Defaults 
to ``None``;
+        managed-agent calls receive the app URL as their ``agent`` argument.
+    :param databricks_conn_id: Databricks workspace connection configured with
+        ``service_principal_oauth=true``, a client ID in login and a client 
secret in password.
+        Defaults to ``databricks_default``.
+    :param timeout_seconds: HTTP request timeout in seconds. Defaults to 
``180``.
+    :param retry_limit: Maximum number of attempts for transient HTTP 
failures. Defaults to ``3``.
+    :param retry_delay: Minimum delay between HTTP retries in seconds. 
Defaults to ``1``.
+    """
+
+    def __init__(
+        self,
+        app_url: str | None = None,

Review Comment:
   Done, went with the first option: the background methods now take `app_url` 
per call, keeping the hook scoped to the connection and aligning with the 
Common AI interface. Updated the operator, trigger, docs and tests accordingly



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