From 08844f0b1a818a4252dea4718a35dc8e10cf162c Mon Sep 17 00:00:00 2001
From: zkllll2002 <kangle@oaisis.io>
Date: Mon, 14 Jul 2025 15:32:02 +0800
Subject: [PATCH 1/2] fix

---
 src/agents/extensions/models/litellm_model.py |  1 +
 src/agents/models/chatcmpl_converter.py       | 13 ++++++++++++-
 2 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/src/agents/extensions/models/litellm_model.py b/src/agents/extensions/models/litellm_model.py
index a06c61dc3..901c325c3 100644
--- a/src/agents/extensions/models/litellm_model.py
+++ b/src/agents/extensions/models/litellm_model.py
@@ -371,6 +371,7 @@ def convert_message_to_openai(
             annotations=cls.convert_annotations_to_openai(message),
             audio=message.get("audio", None),  # litellm deletes audio if not present
             tool_calls=tool_calls,
+            reasoning_content=message.reasoning_content,
         )
 
     @classmethod
diff --git a/src/agents/models/chatcmpl_converter.py b/src/agents/models/chatcmpl_converter.py
index 9d0c6cf5e..827ba6c3f 100644
--- a/src/agents/models/chatcmpl_converter.py
+++ b/src/agents/models/chatcmpl_converter.py
@@ -36,6 +36,7 @@
     ResponseOutputRefusal,
     ResponseOutputText,
     ResponseReasoningItem,
+    ResponseReasoningItemParam,
 )
 from openai.types.responses.response_input_param import FunctionCallOutput, ItemReference, Message
 from openai.types.responses.response_reasoning_item import Summary
@@ -206,6 +207,12 @@ def maybe_response_output_message(cls, item: Any) -> ResponseOutputMessageParam
         ):
             return cast(ResponseOutputMessageParam, item)
         return None
+    
+    @classmethod
+    def maybe_reasoning_message(cls, item: Any) -> ResponseReasoningItemParam | None:
+        if isinstance(item, dict) and item.get("type") == "reasoning":
+            return cast(ResponseReasoningItemParam, item)
+        return None
 
     @classmethod
     def extract_text_content(
@@ -456,7 +463,11 @@ def ensure_assistant_message() -> ChatCompletionAssistantMessageParam:
                     f"Encountered an item_reference, which is not supported: {item_ref}"
                 )
 
-            # 7) If we haven't recognized it => fail or ignore
+            # 7) reasoning message => not handled
+            elif cls.maybe_reasoning_message(item):
+                pass
+
+            # 8) If we haven't recognized it => fail or ignore
             else:
                 raise UserError(f"Unhandled item type or structure: {item}")
 

From 3f688bb83d2e2de0793bb77373b59e5b7ce838d6 Mon Sep 17 00:00:00 2001
From: zkllll2002 <kangle@oaisis.io>
Date: Mon, 14 Jul 2025 17:13:34 +0800
Subject: [PATCH 2/2] fix

---
 src/agents/extensions/models/litellm_model.py | 6 +++++-
 src/agents/models/chatcmpl_converter.py       | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/agents/extensions/models/litellm_model.py b/src/agents/extensions/models/litellm_model.py
index 901c325c3..263bae434 100644
--- a/src/agents/extensions/models/litellm_model.py
+++ b/src/agents/extensions/models/litellm_model.py
@@ -364,6 +364,10 @@ def convert_message_to_openai(
             provider_specific_fields.get("refusal", None) if provider_specific_fields else None
         )
 
+        reasoning_content = ""
+        if hasattr(message, "reasoning_content") and message.reasoning_content:
+            reasoning_content = message.reasoning_content
+
         return ChatCompletionMessage(
             content=message.content,
             refusal=refusal,
@@ -371,7 +375,7 @@ def convert_message_to_openai(
             annotations=cls.convert_annotations_to_openai(message),
             audio=message.get("audio", None),  # litellm deletes audio if not present
             tool_calls=tool_calls,
-            reasoning_content=message.reasoning_content,
+            reasoning_content=reasoning_content,
         )
 
     @classmethod
diff --git a/src/agents/models/chatcmpl_converter.py b/src/agents/models/chatcmpl_converter.py
index 827ba6c3f..e2a388f96 100644
--- a/src/agents/models/chatcmpl_converter.py
+++ b/src/agents/models/chatcmpl_converter.py
@@ -207,7 +207,7 @@ def maybe_response_output_message(cls, item: Any) -> ResponseOutputMessageParam
         ):
             return cast(ResponseOutputMessageParam, item)
         return None
-    
+
     @classmethod
     def maybe_reasoning_message(cls, item: Any) -> ResponseReasoningItemParam | None:
         if isinstance(item, dict) and item.get("type") == "reasoning":