diff --git a/dto/claude.go b/dto/claude.go
index d66ec2e0..3ad04bc2 100644
--- a/dto/claude.go
+++ b/dto/claude.go
@@ -24,7 +24,7 @@ type ClaudeMediaMessage struct {
 	StopReason   *string              `json:"stop_reason,omitempty"`
 	PartialJson  *string              `json:"partial_json,omitempty"`
 	Role         string               `json:"role,omitempty"`
-	Thinking     string               `json:"thinking,omitempty"`
+	Thinking     *string              `json:"thinking,omitempty"`
 	Signature    string               `json:"signature,omitempty"`
 	Delta        string               `json:"delta,omitempty"`
 	CacheControl json.RawMessage      `json:"cache_control,omitempty"`
diff --git a/relay/channel/claude/relay-claude.go b/relay/channel/claude/relay-claude.go
index 79d68bb4..fe523def 100644
--- a/relay/channel/claude/relay-claude.go
+++ b/relay/channel/claude/relay-claude.go
@@ -477,8 +477,7 @@ func StreamResponseClaude2OpenAI(reqMode int, claudeResponse *dto.ClaudeResponse
 					signatureContent := "\n"
 					choice.Delta.ReasoningContent = &signatureContent
 				case "thinking_delta":
-					thinkingContent := claudeResponse.Delta.Thinking
-					choice.Delta.ReasoningContent = &thinkingContent
+					choice.Delta.ReasoningContent = claudeResponse.Delta.Thinking
 				}
 			}
 		} else if claudeResponse.Type == "message_delta" {
@@ -513,7 +512,9 @@ func ResponseClaude2OpenAI(reqMode int, claudeResponse *dto.ClaudeResponse) *dto
 	var responseThinking string
 	if len(claudeResponse.Content) > 0 {
 		responseText = claudeResponse.Content[0].GetText()
-		responseThinking = claudeResponse.Content[0].Thinking
+		if claudeResponse.Content[0].Thinking != nil {
+			responseThinking = *claudeResponse.Content[0].Thinking
+		}
 	}
 	tools := make([]dto.ToolCallResponse, 0)
 	thinkingContent := ""
@@ -545,7 +546,9 @@ func ResponseClaude2OpenAI(reqMode int, claudeResponse *dto.ClaudeResponse) *dto
 				})
 			case "thinking":
 				// 加密的不管， 只输出明文的推理过程
-				thinkingContent = message.Thinking
+				if message.Thinking != nil {
+					thinkingContent = *message.Thinking
+				}
 			case "text":
 				responseText = message.GetText()
 			}
@@ -598,8 +601,8 @@ func FormatClaudeResponseInfo(requestMode int, claudeResponse *dto.ClaudeRespons
 			if claudeResponse.Delta.Text != nil {
 				claudeInfo.ResponseText.WriteString(*claudeResponse.Delta.Text)
 			}
-			if claudeResponse.Delta.Thinking != "" {
-				claudeInfo.ResponseText.WriteString(claudeResponse.Delta.Thinking)
+			if claudeResponse.Delta.Thinking != nil {
+				claudeInfo.ResponseText.WriteString(*claudeResponse.Delta.Thinking)
 			}
 		} else if claudeResponse.Type == "message_delta" {
 			// 最终的usage获取
diff --git a/service/convert.go b/service/convert.go
index 1dc26c0f..975ab2d0 100644
--- a/service/convert.go
+++ b/service/convert.go
@@ -352,7 +352,7 @@ func StreamResponseOpenAI2Claude(openAIResponse *dto.ChatCompletionsStreamRespon
 								Type:  "content_block_start",
 								ContentBlock: &dto.ClaudeMediaMessage{
 									Type:     "thinking",
-									Thinking: "",
+									Thinking: common.GetPointer[string](""),
 								},
 							})
 						}
@@ -360,7 +360,7 @@ func StreamResponseOpenAI2Claude(openAIResponse *dto.ChatCompletionsStreamRespon
 						// text delta
 						claudeResponse.Delta = &dto.ClaudeMediaMessage{
 							Type:     "thinking_delta",
-							Thinking: reasoning,
+							Thinking: &reasoning,
 						}
 					} else {
 						if info.ClaudeConvertInfo.LastMessagesType != relaycommon.LastMessageTypeText {