diff --git a/ruoyi-modules/ruoyi-workflow/src/main/java/org/dromara/workflow/dubbo/RemoteWorkflowServiceImpl.java b/ruoyi-modules/ruoyi-workflow/src/main/java/org/dromara/workflow/dubbo/RemoteWorkflowServiceImpl.java
index 3c3fee85..e9b05a27 100644
--- a/ruoyi-modules/ruoyi-workflow/src/main/java/org/dromara/workflow/dubbo/RemoteWorkflowServiceImpl.java
+++ b/ruoyi-modules/ruoyi-workflow/src/main/java/org/dromara/workflow/dubbo/RemoteWorkflowServiceImpl.java
@@ -1,5 +1,6 @@
 package org.dromara.workflow.dubbo;
 
+import cn.hutool.core.bean.BeanUtil;
 import lombok.RequiredArgsConstructor;
 import org.apache.dubbo.config.annotation.DubboService;
 import org.dromara.workflow.api.RemoteWorkflowService;
@@ -8,8 +9,7 @@ import org.dromara.workflow.api.domain.RemoteStartProcess;
 import org.dromara.workflow.api.domain.RemoteStartProcessReturn;
 import org.dromara.workflow.service.WorkflowService;
 
-import java.util.List;
-import java.util.Map;
+import java.util.*;
 
 /**
  * RemoteWorkflowServiceImpl
@@ -50,7 +50,8 @@ public class RemoteWorkflowServiceImpl implements RemoteWorkflowService {
 
     @Override
     public Map<String, Object> flowHisTaskList(String businessId) {
-        return workflowService.flowHisTaskList(businessId);
+        // Dubbo 严格序列化白名单下，业务模块 VO 不能直接跨服务返回；这里统一转换成 JDK 基础集合，避免 consumer 端反序列化失败
+        return sanitizeMap(workflowService.flowHisTaskList(businessId));
     }
 
     @Override
@@ -97,4 +98,45 @@ public class RemoteWorkflowServiceImpl implements RemoteWorkflowService {
         return workflowService.startCompleteTask(startProcess);
     }
 
+    @SuppressWarnings("unchecked")
+    private Map<String, Object> sanitizeMap(Map<String, Object> source) {
+        if (source == null || source.isEmpty()) {
+            return source;
+        }
+        Map<String, Object> target = new LinkedHashMap<>(source.size());
+        source.forEach((key, value) -> target.put(key, sanitizeValue(value)));
+        return target;
+    }
+
+    private Object sanitizeValue(Object value) {
+        if (value == null) {
+            return null;
+        }
+        if (value instanceof Map<?, ?> mapValue) {
+            Map<String, Object> target = new LinkedHashMap<>(mapValue.size());
+            mapValue.forEach((key, item) -> target.put(String.valueOf(key), sanitizeValue(item)));
+            return target;
+        }
+        if (value instanceof Collection<?> collectionValue) {
+            List<Object> target = new ArrayList<>(collectionValue.size());
+            for (Object item : collectionValue) {
+                target.add(sanitizeValue(item));
+            }
+            return target;
+        }
+        if (isDubboSafeValue(value)) {
+            return value;
+        }
+        return sanitizeMap(BeanUtil.beanToMap(value, new LinkedHashMap<>(), false, true));
+    }
+
+    private boolean isDubboSafeValue(Object value) {
+        return value instanceof String
+            || value instanceof Number
+            || value instanceof Boolean
+            || value instanceof Character
+            || value instanceof java.util.Date
+            || value.getClass().isEnum();
+    }
+
 }