diff --git a/apps/application/workflow/nodes/application_node/__init__.py b/apps/application/workflow/nodes/application_node/__init__.py
new file mode 100644
index 00000000000..fb099b7fed4
--- /dev/null
+++ b/apps/application/workflow/nodes/application_node/__init__.py
@@ -0,0 +1,4 @@
+# coding=utf-8
+from .application_node import ApplicationNode
+
+__all__ = ["ApplicationNode"]
diff --git a/apps/application/workflow/nodes/application_node/application_node.py b/apps/application/workflow/nodes/application_node/application_node.py
new file mode 100644
index 00000000000..85a0b6c7454
--- /dev/null
+++ b/apps/application/workflow/nodes/application_node/application_node.py
@@ -0,0 +1,283 @@
+# coding=utf-8
+"""
+@project: MaxKB
+@file： application_node.py
+@date：2026/9/3
+@desc: 智能体节点
+"""
+
+import uuid_utils.compat as uuid
+from django.db.models import QuerySet
+from django.utils.translation import gettext_lazy as _
+from rest_framework import serializers
+
+from application.models import Application, ApplicationVersion, Chat, ChatRecord, ChatSourceChoices
+from application.workflow.common import WorkflowType, new_instance
+from application.workflow.content_type import ContentType
+from application.workflow.i_node import INode, Signal
+from application.workflow.message.struct.content import Position
+from application.workflow.status import Status
+from application.workflow.workflow_manage import WorkflowManage, CallBack
+from chat.serializers.chat_history import ChatHistory
+
+
+def string_to_uuid(input_str):
+    return str(uuid.uuid5(uuid.NAMESPACE_DNS, input_str))
+
+
+class ApplicationNodeSerializer(serializers.Serializer):
+    application_id = serializers.CharField(required=True, label=_("Application ID"))
+    question_reference_address = serializers.ListField(required=True, label=_("User Questions"))
+    api_input_field_list = serializers.ListField(required=False, label=_("API Input Fields"))
+    user_input_field_list = serializers.ListField(required=False, label=_("User Input Fields"))
+    image_list = serializers.ListField(required=False, label=_("picture"))
+    document_list = serializers.ListField(required=False, label=_("document"))
+    audio_list = serializers.ListField(required=False, label=_("Audio"))
+    video_list = serializers.ListField(required=False, label=_("Video"))
+    node_data = serializers.DictField(required=False, allow_null=True, label=_("Form Data"))
+
+
+class ApplicationNode(INode):
+    serializer_class = ApplicationNodeSerializer
+    supported_workflow_type_list = [WorkflowType.APPLICATION]
+    type = "application-node"
+
+    def _run(self):
+        # 完成时机由子应用 on_complete 回调驱动，这里不自动 complete
+        self.execute()
+
+    def execute(self):
+        node_params = self.get_parameters()
+        workflow_params = self.get_workflow_parameters()
+
+        application_id = node_params.get("application_id")
+        chat_id = workflow_params.get("chat_id")
+        chat_user_id = workflow_params.get("chat_user_id")
+        chat_user_type = workflow_params.get("chat_user_type")
+        ip_address = workflow_params.get("ip_address") or "-"
+        source = workflow_params.get("source") or {"type": ChatSourceChoices.ONLINE.value}
+        debug = workflow_params.get("debug", False)
+
+        # 父工作流 position 指向本节点 → 子工作流表单提交，需恢复续跑
+        position = workflow_params.get("position") or {}
+        is_submit = position.get("id") == self.get_node_id()
+        sub_chat_record_id = self.get_context("sub_chat_record_id")
+        # 表单暂停点：前端回传的 position 是一个嵌套链（id=本节点, children=子工作流暂停点）。
+        # 恢复时用 position.children 逐级下传，才能把深层锚点（子子工作流表单）完整带下去。
+        sub_position = position.get("children") or self.get_context("sub_position")
+
+        # 自引用守卫
+        if application_id == workflow_params.get("application_id"):
+            raise Exception(_("The sub application cannot use the current node"))
+
+        # 解析用户问题
+        question_address = node_params.get("question_reference_address") or []
+        if question_address:
+            question = self.workflow_manage.get_reference_field(question_address[0], question_address[1:])
+        else:
+            question = ""
+        question = str(question or "")
+        self.write_context("question", question)
+
+        # 解析 api 输入 / 用户输入 → form_data
+        form_data = {}
+        for api_input_field in node_params.get("api_input_field_list", []):
+            value = api_input_field.get("value", [""])[0] if api_input_field.get("value") else ""
+            form_data[api_input_field["variable"]] = (
+                self.workflow_manage.get_reference_field(value, api_input_field["value"][1:]) if value != "" else ""
+            )
+        for user_input_field in node_params.get("user_input_field_list", []):
+            value = user_input_field.get("value", [""])[0] if user_input_field.get("value") else ""
+            form_data[user_input_field["field"]] = (
+                self.workflow_manage.get_reference_field(value, user_input_field["value"][1:]) if value != "" else ""
+            )
+
+        # 解析文件列表（校验 file_id）
+        app_document_list = self._resolve_file_list(node_params.get("document_list", []), "document")
+        app_image_list = self._resolve_file_list(node_params.get("image_list", []), "image")
+        app_audio_list = self._resolve_file_list(node_params.get("audio_list", []), "audio")
+        app_video_list = self._resolve_file_list(node_params.get("video_list", []), "video")
+
+        # 派生子应用聊天 id
+        current_chat_id = string_to_uuid(chat_id + application_id)
+        Chat.objects.get_or_create(
+            id=current_chat_id,
+            defaults={
+                "application_id": application_id,
+                "abstract": question[0:1024],
+                "chat_user_id": chat_user_id,
+                "chat_user_type": chat_user_type,
+                "ip_address": ip_address,
+                "source": source,
+                "asker": self._get_chat_asker(workflow_params),
+            },
+        )
+
+        # 解析子应用工作流（debug 取本体，否则取最新发布版本），与 chat_work_flow 的 get_application 一致
+        if debug:
+            sub_application = QuerySet(Application).filter(id=application_id).first()
+        else:
+            sub_application = (
+                QuerySet(ApplicationVersion).filter(application_id=application_id).order_by("-create_time")[0:1].first()
+            )
+        if sub_application is None:
+            raise Exception(_("The application has not been published. Please use it after publishing."))
+        from chat.serializers.chat import get_work_flow
+
+        sub_workflow = new_instance(get_work_flow(sub_application), WorkflowType.APPLICATION)
+
+        # 首次运行：生成子应用记录 id 并建 ChatRecord；恢复时沿用已持久化的 id
+        if not is_submit:
+            sub_chat_record_id = str(uuid.uuid7())
+            self.write_context("sub_chat_record_id", sub_chat_record_id)
+            self.write_context("sub_position", sub_position)
+            QuerySet(ChatRecord).create(
+                id=sub_chat_record_id,
+                chat_id=current_chat_id,
+                problem_text=question[0:1024],
+                answer_text="",
+                details={},
+                message_tokens=0,
+                answer_tokens=0,
+                answer_text_list=[[]],
+                index=0,
+                ip_address=ip_address or "",
+                source=source,
+                workflow_context={},
+                question={"content": question},
+                messages=[],
+            )
+            sub_position = None
+
+        # 组装子应用参数（复制父工作流参数并覆盖子应用相关字段）
+        sub_parameters = dict(workflow_params)
+        sub_parameters.update(
+            {
+                "chat_id": current_chat_id,
+                "chat_record_id": sub_chat_record_id,
+                "application_id": application_id,
+                "question": question,
+                "stream": True,
+                "form_data": workflow_params.get("form_data") if is_submit else form_data,
+                "position": sub_position if is_submit else None,
+                "chunk_id": workflow_params.get("chunk_id"),
+                "history_chat_record": ChatHistory(current_chat_id).load(exclude_record_id=sub_chat_record_id),
+                "image_list": app_image_list,
+                "document_list": app_document_list,
+                "audio_list": app_audio_list,
+                "video_list": app_video_list,
+            }
+        )
+
+        # 内联回调：转发子应用输出、嵌套 position、传播表单暂停信号
+        self._answer = ""
+        self._reasoning_content = ""
+
+        def on_next(wf_manage, content):
+            if content.type == ContentType.FORM:
+                # 已提交表单的回显块不转发，避免前端出现重复的已填表单
+                if content.is_submit:
+                    return
+                # 记录子工作流表单节点位置（保留嵌套链），供父工作流恢复时透传回子工作流续跑
+                self.write_context("sub_position", content.position.to_dict())
+                content.position = Position(self.get_node_id(), None, content.position)
+                self.write(content)
+                return
+            content.position = Position(self.get_node_id(), None, content.position)
+            if content.type == ContentType.TEXT:
+                self._answer += content.content
+            elif content.type == ContentType.REASONING:
+                self._reasoning_content += content.content
+            self.write(content)
+
+        def on_complete(wf_manage, error):
+            # 持久化子应用上下文，供后续 resume 的 from_context 读取
+            QuerySet(ChatRecord).filter(id=sub_chat_record_id).update(workflow_context=wf_manage.context)
+            usage = self._usage_from_context(wf_manage.context)
+            self._write_final_context(self._answer, self._reasoning_content, usage)
+            if error:
+                self.complete(Status.FAIL, error=error)
+                return
+            # 子应用命中表单（Signal.FORM）：向上传播中断，暂停父工作流，等用户提交后恢复
+            if wf_manage.signal == Signal.FORM:
+                self.complete(Status.SUCCESS, signal=Signal.FORM)
+                return
+            self.complete(Status.SUCCESS)
+
+        call_back = CallBack(on_next, on_complete)
+
+        def get_start_node_fn(wf, wm):
+            from application.workflow.nodes import get_start_node
+
+            return get_start_node(wf, wm, WorkflowType.APPLICATION, sub_position if is_submit else None)
+
+        # 表单提交：从历史 context 恢复子应用；否则全新运行
+        if is_submit:
+            sub_manage = WorkflowManage.from_context(
+                chat_record_id=sub_chat_record_id,
+                workflow=sub_workflow,
+                parameters=sub_parameters,
+                workflow_type=WorkflowType.APPLICATION,
+                call_back=call_back,
+                get_start_node=get_start_node_fn,
+            )
+            if sub_manage is None:
+                sub_manage = WorkflowManage(
+                    sub_workflow, sub_parameters, WorkflowType.APPLICATION, call_back, get_start_node_fn
+                )
+        else:
+            sub_manage = WorkflowManage(
+                sub_workflow, sub_parameters, WorkflowType.APPLICATION, call_back, get_start_node_fn
+            )
+
+        sub_manage.start_node.workflow_manage = sub_manage
+        sub_manage.run()
+
+    def _resolve_file_list(self, field_list, name):
+        if not field_list or len(field_list) == 0:
+            return []
+        values = self.workflow_manage.get_reference_field(field_list[0], field_list[1:]) or []
+        for item in values:
+            if "file_id" not in item:
+                raise ValueError(
+                    _("Parameter value error: The uploaded {name} lacks file_id, and the {name} upload fails").format(
+                        name=name
+                    )
+                )
+        return list(values)
+
+    def _get_chat_asker(self, workflow_params):
+        asker = (workflow_params.get("form_data") or {}).get("asker")
+        if asker:
+            return asker if isinstance(asker, dict) else {"username": asker}
+        return workflow_params.get("chat_user")
+
+    @staticmethod
+    def _usage_from_context(workflow_context):
+        prompt_tokens = 0
+        completion_tokens = 0
+        for node_context in (workflow_context or {}).values():
+            if isinstance(node_context, dict):
+                prompt_tokens += node_context.get("message_tokens", 0) or 0
+                completion_tokens += node_context.get("answer_tokens", 0) or 0
+        return {"prompt_tokens": prompt_tokens, "completion_tokens": completion_tokens}
+
+    def _write_final_context(self, answer, reasoning_content, usage):
+        self.write_context("answer", answer)
+        self.write_context("result", answer)
+        self.write_context("reasoning_content", reasoning_content)
+        self.write_context("message_tokens", usage.get("prompt_tokens", 0))
+        self.write_context("answer_tokens", usage.get("completion_tokens", 0))
+
+    def get_details(self, index: int = 0, position: dict = None, old_details: dict = None, **kwargs):
+        details = super().get_details(index, position, old_details, **kwargs)
+        details.update(
+            {
+                "question": self.get_context("question"),
+                "answer": self.get_context("answer"),
+                "reasoning_content": self.get_context("reasoning_content"),
+                "message_tokens": self.get_context("message_tokens"),
+                "answer_tokens": self.get_context("answer_tokens"),
+            }
+        )
+        return details