diff --git a/internal/multiagent/eino_adk_run_loop.go b/internal/multiagent/eino_adk_run_loop.go
index eb0a7f1a..71ab381f 100644
--- a/internal/multiagent/eino_adk_run_loop.go
+++ b/internal/multiagent/eino_adk_run_loop.go
@@ -1027,9 +1027,32 @@ func runEinoADKAgentLoop(ctx context.Context, args *einoADKRunLoopArgs, baseMsgs
 		orchMode, runAccumulatedMsgs, persistTraceSource(args, runAccumulatedMsgs),
 		lastAssistant, lastPlanExecuteExecutor, emptyHint, ids, false,
 	)
+	if shouldEinoEmptyResponseContinue(out, emptyHint, len(runAccumulatedMsgs), baseAccumulatedCount) {
+		if logger != nil {
+			logger.Info("eino empty response, ending run segment for handler resume",
+				zap.String("conversationId", conversationID),
+				zap.String("orchestration", orchMode),
+				zap.Int("traceMessages", len(runAccumulatedMsgs)))
+		}
+		if progress != nil {
+			progress("eino_empty_response_continue", "会话已结束但未产生助手正文，正在基于轨迹自动续跑…", map[string]interface{}{
+				"conversationId": conversationID,
+				"source":         "eino",
+				"resumeKind":     "trace_segment",
+			})
+		}
+		return out, ErrEmptyResponseContinue
+	}
 	return out, nil
 }
 
+func shouldEinoEmptyResponseContinue(out *RunResult, emptyHint string, accumulatedLen, baseCount int) bool {
+	if out == nil || accumulatedLen <= baseCount {
+		return false
+	}
+	return strings.TrimSpace(out.Response) == strings.TrimSpace(emptyHint)
+}
+
 func persistTraceSource(args *einoADKRunLoopArgs, fallback []adk.Message) []adk.Message {
 	if args != nil && args.ModelFacingTrace != nil {
 		if snap := args.ModelFacingTrace.Snapshot(); len(snap) > 0 {
diff --git a/internal/multiagent/eino_empty_response_test.go b/internal/multiagent/eino_empty_response_test.go
new file mode 100644
index 00000000..47de9e20
--- /dev/null
+++ b/internal/multiagent/eino_empty_response_test.go
@@ -0,0 +1,21 @@
+package multiagent
+
+import "testing"
+
+func TestShouldEinoEmptyResponseContinue(t *testing.T) {
+	t.Parallel()
+	hint := "(empty hint)"
+	out := &RunResult{Response: hint}
+	if !shouldEinoEmptyResponseContinue(out, hint, 3, 1) {
+		t.Fatal("expected continue when response is empty hint and trace grew")
+	}
+	if shouldEinoEmptyResponseContinue(out, hint, 1, 1) {
+		t.Fatal("expected no continue when trace did not grow")
+	}
+	if shouldEinoEmptyResponseContinue(&RunResult{Response: "hello"}, hint, 3, 1) {
+		t.Fatal("expected no continue when response has content")
+	}
+	if shouldEinoEmptyResponseContinue(nil, hint, 3, 1) {
+		t.Fatal("expected no continue for nil result")
+	}
+}
diff --git a/internal/multiagent/interrupt.go b/internal/multiagent/interrupt.go
index e58b6ea9..dc9bc348 100644
--- a/internal/multiagent/interrupt.go
+++ b/internal/multiagent/interrupt.go
@@ -9,3 +9,7 @@ var ErrInterruptContinue = errors.New("agent interrupt: continue with user-suppl
 // ErrTransientRetryContinue 表示 Run 因 429/网络等临时错误结束，应由 handler 落库轨迹后
 // loadHistoryFromAgentTrace 再开下一轮 Run（与 ErrInterruptContinue 同级的「分段续跑」语义）。
 var ErrTransientRetryContinue = errors.New("agent transient: retry after persisting trace")
+
+// ErrEmptyResponseContinue 表示 Eino ADK 会话正常结束但未捕获到助手正文，应由 handler 落库轨迹后
+// loadHistoryFromAgentTrace 再开下一轮 Run（与 ErrInterruptContinue / ErrTransientRetryContinue 同级）。
+var ErrEmptyResponseContinue = errors.New("agent empty response: continue after persisting trace")