diff --git a/service/aiproxy/common/conv/any.go b/service/aiproxy/common/conv/any.go
index ed6de0d1c12..d5e3bc037fd 100644
--- a/service/aiproxy/common/conv/any.go
+++ b/service/aiproxy/common/conv/any.go
@@ -9,15 +9,10 @@ func AsString(v any) string {
 
 // The change of bytes will cause the change of string synchronously
 func BytesToString(b []byte) string {
-	return *(*string)(unsafe.Pointer(&b))
+	return unsafe.String(unsafe.SliceData(b), len(b))
 }
 
 // If string is readonly, modifying bytes will cause panic
 func StringToBytes(s string) []byte {
-	return *(*[]byte)(unsafe.Pointer(
-		&struct {
-			string
-			Cap int
-		}{s, len(s)},
-	))
+	return unsafe.Slice(unsafe.StringData(s), len(s))
 }
diff --git a/service/aiproxy/relay/adaptor/anthropic/main.go b/service/aiproxy/relay/adaptor/anthropic/main.go
index b19cc12eb30..169a6e0df0d 100644
--- a/service/aiproxy/relay/adaptor/anthropic/main.go
+++ b/service/aiproxy/relay/adaptor/anthropic/main.go
@@ -15,6 +15,7 @@ import (
 	"github.com/labring/sealos/service/aiproxy/common"
 	"github.com/labring/sealos/service/aiproxy/common/image"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/openai"
+	"github.com/labring/sealos/service/aiproxy/relay/constant"
 	"github.com/labring/sealos/service/aiproxy/relay/meta"
 	"github.com/labring/sealos/service/aiproxy/relay/model"
 )
@@ -26,10 +27,8 @@ func stopReasonClaude2OpenAI(reason *string) string {
 		return ""
 	}
 	switch *reason {
-	case "end_turn":
-		return "stop"
-	case "stop_sequence":
-		return "stop"
+	case "end_turn", "stop_sequence":
+		return constant.StopFinishReason
 	case "max_tokens":
 		return "length"
 	case toolUseType:
diff --git a/service/aiproxy/relay/adaptor/aws/llama3/main.go b/service/aiproxy/relay/adaptor/aws/llama3/main.go
index 8648788943f..7ec0a55001f 100644
--- a/service/aiproxy/relay/adaptor/aws/llama3/main.go
+++ b/service/aiproxy/relay/adaptor/aws/llama3/main.go
@@ -21,6 +21,7 @@ import (
 	"github.com/labring/sealos/service/aiproxy/model"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/aws/utils"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/openai"
+	"github.com/labring/sealos/service/aiproxy/relay/constant"
 	"github.com/labring/sealos/service/aiproxy/relay/meta"
 	relaymodel "github.com/labring/sealos/service/aiproxy/relay/model"
 	"github.com/labring/sealos/service/aiproxy/relay/relaymode"
@@ -214,7 +215,7 @@ func StreamHandler(meta *meta.Meta, c *gin.Context) (*relaymodel.ErrorWithStatus
 			if llamaResp.PromptTokenCount > 0 {
 				usage.PromptTokens = llamaResp.PromptTokenCount
 			}
-			if llamaResp.StopReason == "stop" {
+			if llamaResp.StopReason == constant.StopFinishReason {
 				usage.CompletionTokens = llamaResp.GenerationTokenCount
 				usage.TotalTokens = usage.PromptTokens + usage.CompletionTokens
 			}
diff --git a/service/aiproxy/relay/adaptor/baidu/main.go b/service/aiproxy/relay/adaptor/baidu/main.go
index f68ecbc5019..c608803dfa6 100644
--- a/service/aiproxy/relay/adaptor/baidu/main.go
+++ b/service/aiproxy/relay/adaptor/baidu/main.go
@@ -93,7 +93,7 @@ func responseBaidu2OpenAI(response *ChatResponse) *openai.TextResponse {
 			Role:    "assistant",
 			Content: response.Result,
 		},
-		FinishReason: "stop",
+		FinishReason: constant.StopFinishReason,
 	}
 	fullTextResponse := openai.TextResponse{
 		ID:      response.ID,
diff --git a/service/aiproxy/relay/adaptor/cohere/main.go b/service/aiproxy/relay/adaptor/cohere/main.go
index d4b11148313..455e86b263e 100644
--- a/service/aiproxy/relay/adaptor/cohere/main.go
+++ b/service/aiproxy/relay/adaptor/cohere/main.go
@@ -14,6 +14,7 @@ import (
 	"github.com/labring/sealos/service/aiproxy/common/render"
 	"github.com/labring/sealos/service/aiproxy/middleware"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/openai"
+	"github.com/labring/sealos/service/aiproxy/relay/constant"
 	"github.com/labring/sealos/service/aiproxy/relay/model"
 )
 
@@ -25,7 +26,7 @@ func stopReasonCohere2OpenAI(reason *string) string {
 	}
 	switch *reason {
 	case "COMPLETE":
-		return "stop"
+		return constant.StopFinishReason
 	default:
 		return *reason
 	}
diff --git a/service/aiproxy/relay/adaptor/coze/main.go b/service/aiproxy/relay/adaptor/coze/main.go
index 296769d2d8a..c0108e57b62 100644
--- a/service/aiproxy/relay/adaptor/coze/main.go
+++ b/service/aiproxy/relay/adaptor/coze/main.go
@@ -14,6 +14,7 @@ import (
 	"github.com/labring/sealos/service/aiproxy/middleware"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/coze/constant/messagetype"
 	"github.com/labring/sealos/service/aiproxy/relay/adaptor/openai"
+	"github.com/labring/sealos/service/aiproxy/relay/constant"
 	"github.com/labring/sealos/service/aiproxy/relay/model"
 )
 
@@ -93,7 +94,7 @@ func ResponseCoze2OpenAI(cozeResponse *Response) *openai.TextResponse {
 			Content: responseText,
 			Name:    nil,
 		},
-		FinishReason: "stop",
+		FinishReason: constant.StopFinishReason,
 	}
 	fullTextResponse := openai.TextResponse{
 		ID:      "chatcmpl-" + cozeResponse.ConversationID,
diff --git a/service/aiproxy/relay/adaptor/gemini/adaptor.go b/service/aiproxy/relay/adaptor/gemini/adaptor.go
index c2964c1809b..969be992d82 100644
--- a/service/aiproxy/relay/adaptor/gemini/adaptor.go
+++ b/service/aiproxy/relay/adaptor/gemini/adaptor.go
@@ -19,12 +19,18 @@ type Adaptor struct{}
 
 const baseURL = "https://generativelanguage.googleapis.com"
 
+var v1ModelMap = map[string]struct{}{}
+
 func getRequestURL(meta *meta.Meta, action string) string {
 	u := meta.Channel.BaseURL
 	if u == "" {
 		u = baseURL
 	}
-	return fmt.Sprintf("%s/%s/models/%s:%s", u, "v1beta", meta.ActualModelName, action)
+	version := "v1beta"
+	if _, ok := v1ModelMap[meta.ActualModelName]; ok {
+		version = "v1"
+	}
+	return fmt.Sprintf("%s/%s/models/%s:%s", u, version, meta.ActualModelName, action)
 }
 
 func (a *Adaptor) GetRequestURL(meta *meta.Meta) (string, error) {
diff --git a/service/aiproxy/relay/adaptor/gemini/constants.go b/service/aiproxy/relay/adaptor/gemini/constants.go
index fc6b1354a5b..5e89798b914 100644
--- a/service/aiproxy/relay/adaptor/gemini/constants.go
+++ b/service/aiproxy/relay/adaptor/gemini/constants.go
@@ -28,6 +28,11 @@ var ModelList = []*model.ModelConfig{
 		Type:  relaymode.ChatCompletions,
 		Owner: model.ModelOwnerGoogle,
 	},
+	{
+		Model: "gemini-2.0-flash-thinking-exp",
+		Type:  relaymode.ChatCompletions,
+		Owner: model.ModelOwnerGoogle,
+	},
 
 	{
 		Model: "text-embedding-004",
diff --git a/service/aiproxy/relay/adaptor/gemini/main.go b/service/aiproxy/relay/adaptor/gemini/main.go
index 47fcc86018b..e4732a3430b 100644
--- a/service/aiproxy/relay/adaptor/gemini/main.go
+++ b/service/aiproxy/relay/adaptor/gemini/main.go
@@ -50,6 +50,7 @@ func buildSafetySettings() []ChatSafetySettings {
 		{Category: "HARM_CATEGORY_HATE_SPEECH", Threshold: safetySetting},
 		{Category: "HARM_CATEGORY_SEXUALLY_EXPLICIT", Threshold: safetySetting},
 		{Category: "HARM_CATEGORY_DANGEROUS_CONTENT", Threshold: safetySetting},
+		{Category: "HARM_CATEGORY_CIVIC_INTEGRITY", Threshold: safetySetting},
 	}
 }
 
@@ -237,10 +238,13 @@ func (g *ChatResponse) GetResponseText() string {
 	if g == nil {
 		return ""
 	}
-	if len(g.Candidates) > 0 && len(g.Candidates[0].Content.Parts) > 0 {
-		return g.Candidates[0].Content.Parts[0].Text
+	builder := strings.Builder{}
+	for _, candidate := range g.Candidates {
+		for _, part := range candidate.Content.Parts {
+			builder.WriteString(part.Text)
+		}
 	}
-	return ""
+	return builder.String()
 }
 
 type ChatCandidate struct {
@@ -283,9 +287,10 @@ func getToolCalls(candidate *ChatCandidate) []*model.Tool {
 	return toolCalls
 }
 
-func responseGeminiChat2OpenAI(response *ChatResponse) *openai.TextResponse {
+func responseGeminiChat2OpenAI(meta *meta.Meta, response *ChatResponse) *openai.TextResponse {
 	fullTextResponse := openai.TextResponse{
 		ID:      "chatcmpl-" + random.GetUUID(),
+		Model:   meta.OriginModelName,
 		Object:  "chat.completion",
 		Created: time.Now().Unix(),
 		Choices: make([]*openai.TextResponseChoice, 0, len(response.Candidates)),
@@ -302,7 +307,14 @@ func responseGeminiChat2OpenAI(response *ChatResponse) *openai.TextResponse {
 			if candidate.Content.Parts[0].FunctionCall != nil {
 				choice.Message.ToolCalls = getToolCalls(candidate)
 			} else {
-				choice.Message.Content = candidate.Content.Parts[0].Text
+				builder := strings.Builder{}
+				for i, part := range candidate.Content.Parts {
+					if i > 0 {
+						builder.WriteString("\n")
+					}
+					builder.WriteString(part.Text)
+				}
+				choice.Message.Content = builder.String()
 			}
 		} else {
 			choice.Message.Content = ""
@@ -314,16 +326,37 @@ func responseGeminiChat2OpenAI(response *ChatResponse) *openai.TextResponse {
 }
 
 func streamResponseGeminiChat2OpenAI(meta *meta.Meta, geminiResponse *ChatResponse) *openai.ChatCompletionsStreamResponse {
-	var choice openai.ChatCompletionsStreamResponseChoice
-	choice.Delta.Content = geminiResponse.GetResponseText()
-	// choice.FinishReason = &constant.StopFinishReason
-	var response openai.ChatCompletionsStreamResponse
-	response.ID = "chatcmpl-" + random.GetUUID()
-	response.Created = time.Now().Unix()
-	response.Object = "chat.completion.chunk"
-	response.Model = meta.OriginModelName
-	response.Choices = []*openai.ChatCompletionsStreamResponseChoice{&choice}
-	return &response
+	response := &openai.ChatCompletionsStreamResponse{
+		ID:      "chatcmpl-" + random.GetUUID(),
+		Created: time.Now().Unix(),
+		Model:   meta.OriginModelName,
+		Object:  "chat.completion.chunk",
+		Choices: make([]*openai.ChatCompletionsStreamResponseChoice, 0, len(geminiResponse.Candidates)),
+	}
+	for i, candidate := range geminiResponse.Candidates {
+		choice := openai.ChatCompletionsStreamResponseChoice{
+			Index: i,
+		}
+		if len(candidate.Content.Parts) > 0 {
+			if candidate.Content.Parts[0].FunctionCall != nil {
+				choice.Delta.ToolCalls = getToolCalls(candidate)
+			} else {
+				builder := strings.Builder{}
+				for i, part := range candidate.Content.Parts {
+					if i > 0 {
+						builder.WriteString("\n")
+					}
+					builder.WriteString(part.Text)
+				}
+				choice.Delta.Content = builder.String()
+			}
+		} else {
+			choice.Delta.Content = ""
+			choice.FinishReason = &candidate.FinishReason
+		}
+		response.Choices = append(response.Choices, &choice)
+	}
+	return response
 }
 
 func StreamHandler(meta *meta.Meta, c *gin.Context, resp *http.Response) (*model.Usage, *model.ErrorWithStatusCode) {
@@ -405,7 +438,7 @@ func Handler(meta *meta.Meta, c *gin.Context, resp *http.Response) (*model.Usage
 	if len(geminiResponse.Candidates) == 0 {
 		return nil, openai.ErrorWrapperWithMessage("No candidates returned", "gemini_error", resp.StatusCode)
 	}
-	fullTextResponse := responseGeminiChat2OpenAI(&geminiResponse)
+	fullTextResponse := responseGeminiChat2OpenAI(meta, &geminiResponse)
 	fullTextResponse.Model = meta.OriginModelName
 	respContent := []ChatContent{}
 	for _, candidate := range geminiResponse.Candidates {
diff --git a/service/aiproxy/relay/adaptor/ollama/main.go b/service/aiproxy/relay/adaptor/ollama/main.go
index 2452afa038a..008a7fb32c1 100644
--- a/service/aiproxy/relay/adaptor/ollama/main.go
+++ b/service/aiproxy/relay/adaptor/ollama/main.go
@@ -84,7 +84,7 @@ func responseOllama2OpenAI(response *ChatResponse) *openai.TextResponse {
 		},
 	}
 	if response.Done {
-		choice.FinishReason = "stop"
+		choice.FinishReason = constant.StopFinishReason
 	}
 	fullTextResponse := openai.TextResponse{
 		ID:      "chatcmpl-" + random.GetUUID(),
diff --git a/service/aiproxy/relay/adaptor/openai/model.go b/service/aiproxy/relay/adaptor/openai/model.go
index 6c101b93398..b83898c2daa 100644
--- a/service/aiproxy/relay/adaptor/openai/model.go
+++ b/service/aiproxy/relay/adaptor/openai/model.go
@@ -1,6 +1,8 @@
 package openai
 
-import "github.com/labring/sealos/service/aiproxy/relay/model"
+import (
+	"github.com/labring/sealos/service/aiproxy/relay/model"
+)
 
 type TextContent struct {
 	Type string `json:"type,omitempty"`