diff --git a/backend/domain/workflow/entity/interrupt_event.go b/backend/domain/workflow/entity/interrupt_event.go
index 39734fb8..e2c4e606 100644
--- a/backend/domain/workflow/entity/interrupt_event.go
+++ b/backend/domain/workflow/entity/interrupt_event.go
@@ -35,6 +35,7 @@ type InterruptEvent struct {
 	NodeIcon      string             `json:"node_icon,omitempty"`
 	EventType     InterruptEventType `json:"event_type"`
 	NodePath      []string           `json:"node_path,omitempty"`
+	Popped        bool               `json:"popped,omitempty"`
 
 	// index within composite node -> interrupt info for that index
 	// TODO: separate the following fields with InterruptEvent
@@ -60,6 +61,7 @@ type ResumeRequest struct {
 	ExecuteID  int64
 	EventID    int64
 	ResumeData string
+	Resumed    bool
 }
 
 func (r *ResumeRequest) GetResumeID() string {
diff --git a/backend/domain/workflow/internal/compose/workflow_tool.go b/backend/domain/workflow/internal/compose/workflow_tool.go
index 70bbdd45..ee8b65d7 100644
--- a/backend/domain/workflow/internal/compose/workflow_tool.go
+++ b/backend/domain/workflow/internal/compose/workflow_tool.go
@@ -67,6 +67,16 @@ func (i *invokableWorkflow) Info(_ context.Context) (*schema.ToolInfo, error) {
 	return i.info, nil
 }
 
+func resumeOnce(rInfo *entity.ResumeRequest, callID string, allIEs map[string]*entity.ToolInterruptEvent) {
+	if rInfo != nil {
+		rInfo.Resumed = true
+	}
+
+	if allIEs != nil {
+		delete(allIEs, callID)
+	}
+}
+
 func (i *invokableWorkflow) InvokableRun(ctx context.Context, argumentsInJSON string, opts ...tool.Option) (string, error) {
 	rInfo, allIEs := execute.GetResumeRequest(opts...)
 	var (
@@ -88,9 +98,10 @@ func (i *invokableWorkflow) InvokableRun(ctx context.Context, argumentsInJSON st
 	}
 
 	cfg := execute.GetExecuteConfig(opts...)
+	defer resumeOnce(rInfo, callID, allIEs)
 
 	var runOpts []WorkflowRunnerOption
-	if rInfo != nil {
+	if rInfo != nil && !rInfo.Resumed {
 		runOpts = append(runOpts, WithResumeReq(rInfo))
 	} else {
 		runOpts = append(runOpts, WithInput(argumentsInJSON))
@@ -237,9 +248,10 @@ func (s *streamableWorkflow) StreamableRun(ctx context.Context, argumentsInJSON
 	}
 
 	cfg := execute.GetExecuteConfig(opts...)
+	defer resumeOnce(rInfo, callID, allIEs)
 
 	var runOpts []WorkflowRunnerOption
-	if rInfo != nil {
+	if rInfo != nil && !rInfo.Resumed {
 		runOpts = append(runOpts, WithResumeReq(rInfo))
 	} else {
 		runOpts = append(runOpts, WithInput(argumentsInJSON))
diff --git a/backend/domain/workflow/internal/execute/event_handle.go b/backend/domain/workflow/internal/execute/event_handle.go
index a42c67b3..88d125dd 100644
--- a/backend/domain/workflow/internal/execute/event_handle.go
+++ b/backend/domain/workflow/internal/execute/event_handle.go
@@ -283,7 +283,7 @@ func handleEvent(ctx context.Context, event *Event, repo workflow.Repository,
 			return noTerminate, fmt.Errorf("failed to update workflow execution to interrupted for execution id %d, current status is %v", exeID, currentStatus)
 		}
 
-		if event.RootCtx.ResumeEvent != nil {
+		if event.RootCtx.ResumeEvent != nil && !event.RootCtx.ResumeEvent.Popped {
 			needPop := false
 			for _, ie := range event.InterruptEvents {
 				if ie.NodeKey == event.RootCtx.ResumeEvent.NodeKey {
diff --git a/backend/domain/workflow/internal/nodes/llm/llm.go b/backend/domain/workflow/internal/nodes/llm/llm.go
index ea7feb36..bf777335 100644
--- a/backend/domain/workflow/internal/nodes/llm/llm.go
+++ b/backend/domain/workflow/internal/nodes/llm/llm.go
@@ -971,6 +971,8 @@ func (l *LLM) prepare(ctx context.Context, _ map[string]any, opts ...nodes.NodeO
 					return ctx
 				}
 
+				c.RootCtx.ResumeEvent.Popped = true
+
 				return ctx
 			},
 		}).Handler()