diff --git a/instructor/patch.py b/instructor/patch.py
index 105bed4..458800e 100644
--- a/instructor/patch.py
+++ b/instructor/patch.py
@@ -50,6 +50,7 @@ def dump_message(message: ChatCompletionMessage) -> ChatCompletionMessageParam:
         "content": message.content or "",
     }
     if message.tool_calls is not None:
+        ret["tool_calls"] = message.model_dump()["tool_calls"]
         ret["content"] += json.dumps(message.model_dump()["tool_calls"])
     if message.function_call is not None:
         ret["content"] += json.dumps(message.model_dump()["function_call"])
@@ -240,6 +241,15 @@ async def retry_async(
             logger.exception(f"Retrying, exception: {e}")
             logger.debug(f"Error response: {response}")
             kwargs["messages"].append(dump_message(response.choices[0].message))  # type: ignore
+            if mode == Mode.TOOLS:
+                kwargs["messages"].append(
+                    {
+                        "role": "tool",
+                        "tool_call_id": response.choices[0].message.tool_calls[0].id,
+                        "name": response.choices[0].message.tool_calls[0].function.name,
+                        "content": "failure"
+                    }
+            )
             kwargs["messages"].append(
                 {
                     "role": "user",
@@ -286,6 +296,15 @@ def retry_sync(
             logger.exception(f"Retrying, exception: {e}")
             logger.debug(f"Error response: {response}")
             kwargs["messages"].append(dump_message(response.choices[0].message))
+            if mode == Mode.TOOLS:
+                kwargs["messages"].append(
+                    {
+                        "role": "tool",
+                        "tool_call_id": response.choices[0].message.tool_calls[0].id,
+                        "name": response.choices[0].message.tool_calls[0].function.name,
+                        "content": "failure"
+                    }
+                )
             kwargs["messages"].append(
                 {
                     "role": "user",
@@ -323,10 +342,6 @@ def wrap_chatcompletion(func: Callable, mode: Mode = Mode.FUNCTIONS) -> Callable
         *args,
         **kwargs,
     ):
-        if mode == Mode.TOOLS:
-            max_retries = 0
-            logger.warning("max_retries is not supported when using tool calls")
-
         response_model, new_kwargs = handle_response_model(
             response_model=response_model, kwargs=kwargs, mode=mode
         )  # type: ignore
@@ -349,10 +364,6 @@ def wrap_chatcompletion(func: Callable, mode: Mode = Mode.FUNCTIONS) -> Callable
         *args,
         **kwargs,
     ):
-        if mode == Mode.TOOLS:
-            max_retries = 0
-            logger.warning("max_retries is not supported when using tool calls")
-
         response_model, new_kwargs = handle_response_model(
             response_model=response_model, kwargs=kwargs, mode=mode
         )  # type: ignore
@@ -406,4 +417,4 @@ def apatch(client: AsyncOpenAI, mode: Mode = Mode.FUNCTIONS):
     - `validation_context` parameter to validate the response using the pydantic model
     - `strict` parameter to use strict json parsing
     """
-    return patch(client, mode=mode)
+    return patch(client, mode=mode)
\ No newline at end of file
diff --git a/tests/test_patch.py b/tests/test_patch.py
index e8d2916..027c132 100644
--- a/tests/test_patch.py
+++ b/tests/test_patch.py
@@ -92,6 +92,7 @@ def test_override_docs():
             {
                 "role": "assistant",
                 "content": 'Hello, world![{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}]',
+                "tool_calls": [{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}],
             },
         ),
         (
@@ -110,6 +111,7 @@ def test_override_docs():
             {
                 "role": "assistant",
                 "content": '[{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}]',
+                "tool_calls": [{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}],
             },
         ),
         (
@@ -151,7 +153,7 @@ def test_override_docs():
             "tool_calls and no content and function_call",
             ChatCompletionMessage(
                 role="assistant",
-                content=None,
+                content="",
                 function_call=FunctionCall(arguments="", name="test_tool"),
                 tool_calls=[
                     ChatCompletionMessageToolCall(
@@ -164,6 +166,7 @@ def test_override_docs():
             {
                 "role": "assistant",
                 "content": '[{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}]{"arguments": "", "name": "test_tool"}',
+                "tool_calls": [{"id": "test_tool", "function": {"arguments": "", "name": "test_tool"}, "type": "function"}]
             },
         ),
     ],
@@ -173,4 +176,4 @@ def test_dump_message(
     message: ChatCompletionMessage,
     expected: ChatCompletionMessageParam,
 ):
-    assert dump_message(message) == expected, name_of_test
+    assert dump_message(message) == expected, name_of_test
\ No newline at end of file