diff --git a/internal/apps/ai-proxy/filters/azure-director/filter.go b/internal/apps/ai-proxy/filters/azure-director/filter.go
index 67a46cb0b7f..0284214c928 100644
--- a/internal/apps/ai-proxy/filters/azure-director/filter.go
+++ b/internal/apps/ai-proxy/filters/azure-director/filter.go
@@ -28,7 +28,6 @@ import (
 
 	"github.com/pkg/errors"
 	"github.com/sashabaranov/go-openai"
-	"github.com/sirupsen/logrus"
 	"sigs.k8s.io/yaml"
 
 	"github.com/erda-project/erda-infra/base/logs"
@@ -368,13 +367,13 @@ func (f *AzureDirector) AddContextMessages(ctx context.Context) error {
 		infor := reverseproxy.NewInfor(ctx, req)
 		var openaiReq openai.ChatCompletionRequest
 		if err := json.NewDecoder(infor.BodyBuffer()).Decode(&openaiReq); err != nil && err != io.EOF {
-			logrus.Errorf("failed to decode request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to decode request body, err: %v", err)
 			return
 		}
 		openaiReq.Messages = messageGroup.AllMessages
 		b, err := json.Marshal(&openaiReq)
 		if err != nil {
-			logrus.Errorf("failed to marshal request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to marshal request body, err: %v", err)
 			return
 		}
 		infor.SetBody(io.NopCloser(strings.NewReader(string(b))), int64(len(b)))
diff --git a/internal/apps/ai-proxy/filters/context-chat/filter.go b/internal/apps/ai-proxy/filters/context-chat/filter.go
index 27d3e5db284..45db206d446 100644
--- a/internal/apps/ai-proxy/filters/context-chat/filter.go
+++ b/internal/apps/ai-proxy/filters/context-chat/filter.go
@@ -101,7 +101,15 @@ func (c *SessionContext) OnRequest(ctx context.Context, _ http.ResponseWriter, i
 		// handle user message, wrap by '|start| your question here |end|'
 		// to avoid from content-filter
 		if msg.Role == openai.ChatMessageRoleUser {
-			msg.Content = vars.WrapUserPrompt(msg.Content)
+			if msg.Content != "" {
+				msg.Content = vars.WrapUserPrompt(msg.Content)
+			} else {
+				for i, part := range msg.MultiContent {
+					if part.Text != "" {
+						msg.MultiContent[i].Text = vars.WrapUserPrompt(part.Text)
+					}
+				}
+			}
 		}
 		requestedMessages = append(requestedMessages, msg)
 	}
diff --git a/internal/apps/ai-proxy/filters/dashscope-director/req.go b/internal/apps/ai-proxy/filters/dashscope-director/req.go
index fabd4b13bf0..aefd6ad1aeb 100644
--- a/internal/apps/ai-proxy/filters/dashscope-director/req.go
+++ b/internal/apps/ai-proxy/filters/dashscope-director/req.go
@@ -104,11 +104,11 @@ func oneDirector(ctx context.Context, w http.ResponseWriter, infor reverseproxy.
 	case metadata.AliyunDashScopeRequestTypeOpenAI:
 		bodyObj = oreq
 	case metadata.AliyunDashScopeRequestTypeDs:
-		qwreq, err := sdk.ConvertOpenAIChatRequestToDsRequest(oreq, model.Type)
+		dsreq, err := sdk.ConvertOpenAIChatRequestToDsRequest(ctx, oreq, model.Type)
 		if err != nil {
 			return reverseproxy.Intercept, fmt.Errorf("failed to convert openai chat request to dashscope request, err: %v", err)
 		}
-		bodyObj = qwreq
+		bodyObj = dsreq
 	default:
 		return reverseproxy.Intercept, fmt.Errorf("unsupported metadata.public.request_type: %s", modelMeta.Public.RequestType)
 	}
diff --git a/internal/apps/ai-proxy/filters/dashscope-director/resp.go b/internal/apps/ai-proxy/filters/dashscope-director/resp.go
index 2de3dc12d13..74fea6a9074 100644
--- a/internal/apps/ai-proxy/filters/dashscope-director/resp.go
+++ b/internal/apps/ai-proxy/filters/dashscope-director/resp.go
@@ -82,7 +82,7 @@ func (f *DashScopeDirector) dsHandleResponseStreamChunk(ctx context.Context, w r
 	// convert ds response to openai response
 	openaiChunk, err := sdk.ConvertDsStreamChunkToOpenAIFormat(*lastCompleteDeltaResp, modelName)
 	if err != nil {
-		return reverseproxy.Intercept, fmt.Errorf("failed to convert qwenVL response to openai response, err: %v", err)
+		return reverseproxy.Intercept, fmt.Errorf("failed to convert dashscope response to openai response, err: %v", err)
 	}
 	b, err := json.Marshal(&openaiChunk)
 	if err != nil {
diff --git a/internal/apps/ai-proxy/filters/dashscope-director/sdk/converter.go b/internal/apps/ai-proxy/filters/dashscope-director/sdk/converter.go
index 7aa146a1a74..560400b9ba9 100644
--- a/internal/apps/ai-proxy/filters/dashscope-director/sdk/converter.go
+++ b/internal/apps/ai-proxy/filters/dashscope-director/sdk/converter.go
@@ -15,16 +15,17 @@
 package sdk
 
 import (
+	"context"
 	"fmt"
 	"strings"
 
 	"github.com/sashabaranov/go-openai"
-	"github.com/sirupsen/logrus"
 
 	"github.com/erda-project/erda-proto-go/apps/aiproxy/model/pb"
+	"github.com/erda-project/erda/internal/apps/ai-proxy/common/ctxhelper"
 )
 
-func ConvertOpenAIChatRequestToDsRequest(oreq openai.ChatCompletionRequest, targetModelType pb.ModelType) (DsRequest, error) {
+func ConvertOpenAIChatRequestToDsRequest(ctx context.Context, oreq openai.ChatCompletionRequest, targetModelType pb.ModelType) (DsRequest, error) {
 	var dsReq DsRequest
 	dsReq.Model = oreq.Model
 	for _, om := range oreq.Messages {
@@ -63,7 +64,7 @@ func ConvertOpenAIChatRequestToDsRequest(oreq openai.ChatCompletionRequest, targ
 					case openai.ChatMessagePartTypeImageURL:
 						parts = append(parts, DsRequestContentPart{Image: omc.ImageURL.URL})
 					default:
-						logrus.Warnf("unsupported message part type: %s", omc.Type)
+						ctxhelper.GetLogger(ctx).Warnf("unsupported message part type: %s", omc.Type)
 					}
 				}
 			}
diff --git a/internal/apps/ai-proxy/filters/openai-director/filter.go b/internal/apps/ai-proxy/filters/openai-director/filter.go
index bdbf296c8fc..7d1ebb9d249 100644
--- a/internal/apps/ai-proxy/filters/openai-director/filter.go
+++ b/internal/apps/ai-proxy/filters/openai-director/filter.go
@@ -25,7 +25,6 @@ import (
 
 	"github.com/pkg/errors"
 	"github.com/sashabaranov/go-openai"
-	"github.com/sirupsen/logrus"
 	"sigs.k8s.io/yaml"
 
 	"github.com/erda-project/erda-infra/base/logs"
@@ -198,13 +197,13 @@ func (f *OpenaiDirector) AddModelInRequestBody(ctx context.Context) error {
 		// read body to json, then add a `model` field, then write back to body
 		var body map[string]interface{}
 		if err := json.NewDecoder(infor.BodyBuffer()).Decode(&body); err != nil && err != io.EOF {
-			logrus.Errorf("failed to decode request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to decode request body, err: %v", err)
 			return
 		}
 		body["model"] = model.Name
 		b, err := json.Marshal(body)
 		if err != nil {
-			logrus.Errorf("failed to marshal request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to marshal request body, err: %v", err)
 			return
 		}
 		infor.SetBody(io.NopCloser(strings.NewReader(string(b))), int64(len(b)))
@@ -221,13 +220,13 @@ func (f *OpenaiDirector) AddContextMessages(ctx context.Context) error {
 		infor := reverseproxy.NewInfor(ctx, req)
 		var openaiReq openai.ChatCompletionRequest
 		if err := json.NewDecoder(infor.BodyBuffer()).Decode(&openaiReq); err != nil && err != io.EOF {
-			logrus.Errorf("failed to decode request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to decode request body, err: %v", err)
 			return
 		}
 		openaiReq.Messages = messageGroup.AllMessages
 		b, err := json.Marshal(&openaiReq)
 		if err != nil {
-			logrus.Errorf("failed to marshal request body, err: %v", err)
+			ctxhelper.GetLogger(ctx).Errorf("failed to marshal request body, err: %v", err)
 			return
 		}
 		infor.SetBody(io.NopCloser(strings.NewReader(string(b))), int64(len(b)))