Python: Prefer runtime kwargs for conversation_id in OpenAI Responses client (#3312)

* prefer kwargs conversation_id over options

* addressed comments

python/packages/core/agent_framework/openai/_responses_client.py

@@ -590,8 +590,12 @@ class OpenAIBaseResponsesClient(
             options["model"] = self.model_id
 
     def _get_current_conversation_id(self, options: dict[str, Any], **kwargs: Any) -> str | None:
-        """Get the current conversation ID from options dict or kwargs."""
-        return options.get("conversation_id") or kwargs.get("conversation_id")
+        """Get the current conversation ID, preferring kwargs over options.
+
+        This ensures runtime-updated conversation IDs (for example, from tool execution
+        loops) take precedence over the initial configuration provided in options.
+        """
+        return kwargs.get("conversation_id") or options.get("conversation_id")
 
     def _prepare_messages_for_openai(self, chat_messages: Sequence[ChatMessage]) -> list[dict[str, Any]]:
         """Prepare the chat messages for a request.

python/packages/core/tests/openai/test_openai_responses_client.py

@@ -2114,6 +2114,20 @@ async def test_prepare_options_store_parameter_handling() -> None:
     assert "previous_response_id" not in options
 
 
+async def test_conversation_id_precedence_kwargs_over_options() -> None:
+    """When both kwargs and options contain conversation_id, kwargs wins."""
+    client = OpenAIResponsesClient(model_id="test-model", api_key="test-key")
+    messages = [ChatMessage(role="user", text="Hello")]
+
+    # options has a stale response id, kwargs carries the freshest one
+    opts = {"conversation_id": "resp_old_123"}
+    run_opts = await client._prepare_options(messages, opts, conversation_id="resp_new_456")  # type: ignore
+
+    # Verify kwargs takes precedence and maps to previous_response_id for resp_* IDs
+    assert run_opts.get("previous_response_id") == "resp_new_456"
+    assert "conversation" not in run_opts
+
+
 def test_with_callable_api_key() -> None:
     """Test OpenAIResponsesClient initialization with callable API key."""