diff --git a/README.md b/README.md
index de75a8a..1a31f02 100644
--- a/README.md
+++ b/README.md
@@ -97,6 +97,27 @@
   且 r2v 判定加「输出为视频」限定防误吸文本输出模型）；
   `_MEDIA_INPUT_CAPS` 加 m2t（模板生成按输入媒体处理）。
 
+## 治理页面（弹窗化，2026-09-07 用户定夺）
+
+`wwwroot/index.ui` 顶部统计条（llm_dashboard_widget）+ 7 张功能卡片。
+**每张卡片点击后弹窗处理（PopupWindow 85%×85%），不再在页面下方 llm_content 容器展示**：
+- `api/card_popup.dspy`：target 白名单（llm_vendor/llm_model/llm_api_profile/llm_org_policy/
+  llm_org_quota/llm_user_quota/llm_usage）→ 弹窗内嵌对应 CRUD 页 urlwidget；
+  非白名单 target 返回「无效的功能入口」提示（不拼 URL）。
+- 模型注册弹窗（target=llm_model）顶部额外两个按钮：
+  - **🤖 自动配置** → `api/auto_config_popup.dspy`：输入 API 文档与定价信息的链接或正文，
+    「开始自动配置」按钮 script 组装指令后驱动弹窗内嵌 AgentIO
+    （pipeline_id=platform_general，弹窗级独立 session_id，spec 锚定会话隔离天然成立），
+    内部助手全链完成（抓取/提取/落库/定价/测试/记账检查）后汇报模型状态。
+  - **✅ 上线检查** → `api/online_check_popup.dspy`：模型下拉
+    （`api/get_llm_online_check_models.dspy`，value=模型名，test_model_call 按名调用）+
+    「上线检查」按钮 → 内部助手按模型配置后的测试过程处理（test_model_call 真实调用 →
+    check_model_accounting 记账检查 → platform_llm_status 状态复核），最后明确告知通过/不通过。
+- 驱动 AgentIO 的机制：`io.inputw.textw.setValue(指令)` + `io.inputw.input_finished()`
+  （AgentInput 原生方法 dispatch('inputed') → AgentIO POST 流），零自定义 JS 文件。
+- 权限：新 dspy 都在 `/pipeline-llm/**` logined 通配内，无需新增 RBAC；
+  内部助手工具本身有 owner 角色代码层硬门禁（pipeline-platform）。
+
 ## API 文档端点（2026-09-05）
 
 `/pipeline-llm/api/v1/docs/`（RBAC 授权 any，公开文档照 sage /bricks/docs 先例）：
diff --git a/wwwroot/api/auto_config_popup.dspy b/wwwroot/api/auto_config_popup.dspy
new file mode 100644
index 0000000..535b9cb
--- /dev/null
+++ b/wwwroot/api/auto_config_popup.dspy
@@ -0,0 +1,64 @@
+# auto_config_popup.dspy — 模型自动配置弹窗（2026-09-07 用户定夺）
+# 输入 API 文档与定价信息的链接或正文，内部助手（platform_general）自动完成
+# 抓取→提取→落库→定价→测试→记账检查全链，结束后汇报模型状态。
+
+import json as _json
+import random
+
+uid = await get_user()
+if not uid:
+	return _json.dumps({
+		"widgettype": "PopupWindow",
+		"options": {"title": "提示", "cwidth": 30, "cheight": 8, "auto_open": True},
+		"subwidgets": [{"widgettype": "Text", "options": {"text": "请先登录", "padding": "20px"}}]
+	}, ensure_ascii=False)
+
+# 每个弹窗实例独立会话（spec 锚定按 pipeline_id:user_id:session_id 隔离，
+# extract→apply 的会话级缓存在同一弹窗内天然可用）
+session_id = 'llmauto' + str(random.randint(100000, 999999))
+chat_url = entire_url('/pipeline_core/api/agent_chat.dspy') + '?session_id=' + session_id + '&pipeline_id=platform_general'
+
+# 开始自动配置：读两个输入框（UiText.resultValue），组装指令，驱动 AgentIO 发送
+# （input_finished 是 AgentInput 原生方法：dispatch('inputed') → AgentIO 走 POST 流）
+start_script = (
+	"var io=bricks.getWidgetById('llm_auto_io',bricks.app);if(!io||!io.inputw)return;"
+	"var aw=bricks.getWidgetById('llm_auto_api',bricks.app);"
+	"var pw=bricks.getWidgetById('llm_auto_pricing',bricks.app);"
+	"var api=aw&&aw.resultValue?String(aw.resultValue()||'').trim():'';"
+	"var pricing=pw&&pw.resultValue?String(pw.resultValue()||'').trim():'';"
+	"if(!api){new bricks.Message({title:'缺少输入',message:'请填写 API 文档链接或粘贴文档正文'});return;}"
+	"var p='请自动配置模型。API 文档（链接或正文）如下：\\n'+api;"
+	"if(pricing){p+='\\n定价信息（链接或正文，若 API 文档已含定价则以文档为准）如下：\\n'+pricing;}"
+	"p+='\\n请按模型自动配置全链工作流一口气完成（抓取/提取/落库/定价/测试/记账检查），"
+	"结束后汇报模型状态（配置/定价/测试/记账四段结果+遗留事项）。';"
+	"io.inputw.textw.setValue(p);io.inputw.input_finished();")
+
+resp = {
+	"widgettype": "PopupWindow",
+	"id": "llm_auto_cfg_pw",
+	"options": {"title": "🤖 模型自动配置（内部助手）", "width": "85%", "height": "85%", "auto_open": True},
+	"subwidgets": [{
+		"widgettype": "VBox",
+		"options": {"css": "filler", "width": "100%", "height": "100%", "padding": "12px", "gap": "8px"},
+		"subwidgets": [
+			{"widgettype": "Text", "options": {
+				"text": "粘贴 API 文档链接或直接粘贴文档正文；定价可单独给出（链接或正文），未给则从 API 文档提取。点击「开始自动配置」后由内部助手完成全链并汇报模型状态。",
+				"cfontsize": 0.9, "color": "#64748b", "halign": "left"}},
+			{"widgettype": "Text", "options": {"text": "API 文档（链接或正文）", "cfontsize": 0.95, "halign": "left"}},
+			{"widgettype": "UiText", "id": "llm_auto_api",
+			 "options": {"name": "llm_auto_api", "placeholder": "https://help.aliyun.com/... 或直接粘贴文档正文"}},
+			{"widgettype": "Text", "options": {"text": "定价信息（链接或正文，可空）", "cfontsize": 0.95, "halign": "left"}},
+			{"widgettype": "UiText", "id": "llm_auto_pricing",
+			 "options": {"name": "llm_auto_pricing", "placeholder": "定价页链接或价格表正文（元/千token、元/秒等，须来自文档原文）"}},
+			{"widgettype": "Button", "id": "llm_auto_start",
+			 "options": {"label": "开始自动配置", "css": "small"},
+			 "binds": [{"wid": "self", "event": "click", "actiontype": "script",
+						"target": "self", "script": start_script}]},
+						{"widgettype": "AgentIO", "id": "llm_auto_io",
+						 "options": {"css": "filler", "url": chat_url,
+									 "model_dataurl": entire_url('/pipeline_core/api/agent_model_options.dspy') + '?session_id=' + session_id + '&pipeline_id=platform_general',
+									 "model_cwidth": 14,
+									 "placeholder": "也可以直接对内部助手说话，例如：通读这份文档并配置模型 <URL> ..."}}
+		]}]
+}
+return _json.dumps(resp, ensure_ascii=False)
diff --git a/wwwroot/api/card_popup.dspy b/wwwroot/api/card_popup.dspy
new file mode 100644
index 0000000..cd33411
--- /dev/null
+++ b/wwwroot/api/card_popup.dspy
@@ -0,0 +1,76 @@
+# card_popup.dspy — 模型治理功能卡片弹窗（2026-09-07 用户定夺：卡片点击一律弹窗处理，不在页面下方展示）
+# 参数：target=白名单内的 CRUD 目录名；模型注册弹窗额外带「自动配置/上线检查」工具按钮
+
+import json as _json
+
+uid = await get_user()
+if not uid:
+	return _json.dumps({
+		"widgettype": "PopupWindow",
+		"options": {"title": "提示", "cwidth": 30, "cheight": 8, "auto_open": True},
+		"subwidgets": [{"widgettype": "Text", "options": {"text": "请先登录", "padding": "20px"}}]
+	}, ensure_ascii=False)
+
+target = ((params_kw or {}).get('target', '') or '').strip()
+titles = {
+	'llm_vendor': '供应商与端点',
+	'llm_model': '模型注册',
+	'llm_api_profile': '适配模板',
+	'llm_org_policy': '组织容错策略',
+	'llm_org_quota': '组织限额限流',
+	'llm_user_quota': '个人限额限流',
+	'llm_usage': '用量流水',
+}
+if target not in titles:
+	return _json.dumps({
+		"widgettype": "PopupWindow",
+		"options": {"title": "提示", "cwidth": 40, "cheight": 10, "auto_open": True},
+		"subwidgets": [{"widgettype": "Text", "options": {
+			"text": "无效的功能入口：" + target, "padding": "20px"}}]
+	}, ensure_ascii=False)
+
+subwidgets = []
+if target == 'llm_model':
+	# 模型注册工具栏：自动配置（内部助手全链）+ 上线检查（真实调用测试+记账检查）
+	auto_url = entire_url('/pipeline-llm/api/auto_config_popup.dspy')
+	check_url = entire_url('/pipeline-llm/api/online_check_popup.dspy')
+	auto_script = (
+		"var old=bricks.getWidgetById('llm_auto_cfg_pw',bricks.app);"
+		"if(old&&old.destroy){old.destroy();}"
+		"var r=await fetch(" + _json.dumps(auto_url) + ");"
+		"var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}")
+	check_script = (
+		"var old=bricks.getWidgetById('llm_online_chk_pw',bricks.app);"
+		"if(old&&old.destroy){old.destroy();}"
+		"var r=await fetch(" + _json.dumps(check_url) + ");"
+		"var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}")
+	subwidgets.append({
+		"widgettype": "HBox",
+		"options": {"gap": "8px", "padding": "0 0 10px 0", "alignItems": "center"},
+		"subwidgets": [
+			{"widgettype": "Button",
+			 "options": {"label": "🤖 自动配置", "css": "small"},
+			 "binds": [{"wid": "self", "event": "click", "actiontype": "script",
+						"target": "self", "script": auto_script}]},
+			{"widgettype": "Button",
+			 "options": {"label": "✅ 上线检查", "css": "small"},
+			 "binds": [{"wid": "self", "event": "click", "actiontype": "script",
+						"target": "self", "script": check_script}]},
+			{"widgettype": "Text",
+			 "options": {"text": "自动配置：粘贴 API/定价文档链接或正文，内部助手全链完成并汇报模型状态；上线检查：选择模型后真实调用测试+记账检查",
+						 "cfontsize": 0.85, "color": "#94a3b8", "halign": "left"}},
+		]})
+subwidgets.append({
+	"widgettype": "urlwidget",
+	"options": {"url": entire_url('/pipeline-llm/' + target)}})
+
+resp = {
+	"widgettype": "PopupWindow",
+	"id": "llm_card_pw",
+	"options": {"title": titles[target], "width": "85%", "height": "85%", "auto_open": True},
+	"subwidgets": [{
+		"widgettype": "VBox",
+		"options": {"css": "filler", "width": "100%", "height": "100%", "padding": "12px"},
+		"subwidgets": subwidgets}]
+}
+return _json.dumps(resp, ensure_ascii=False)
diff --git a/wwwroot/api/get_llm_online_check_models.dspy b/wwwroot/api/get_llm_online_check_models.dspy
new file mode 100644
index 0000000..3fa1edc
--- /dev/null
+++ b/wwwroot/api/get_llm_online_check_models.dspy
@@ -0,0 +1,15 @@
+# get_llm_online_check_models.dspy — 上线检查用模型下拉（value=模型名，test_model_call 按名调用）
+dbname = get_module_dbname('pipeline_llm')
+try:
+	async with get_sor_context(request._run_ns, dbname) as sor:
+		recs = await sor.sqlExe(
+			"SELECT name, capability, status FROM llm_model WHERE status='active' ORDER BY name", {})
+		await sor.sqlExe("COMMIT", {})
+except Exception as e:
+	return {"success": False, "message": str(e), "data": []}
+out = []
+for r in (recs or []):
+	n = getattr(r, 'name', '') or ''
+	c = getattr(r, 'capability', '') or ''
+	out.append({"value": n, "text": (n + '（' + c + '）') if c else n})
+return out
diff --git a/wwwroot/api/online_check_popup.dspy b/wwwroot/api/online_check_popup.dspy
new file mode 100644
index 0000000..6345022
--- /dev/null
+++ b/wwwroot/api/online_check_popup.dspy
@@ -0,0 +1,64 @@
+# online_check_popup.dspy — 模型上线检查弹窗（2026-09-07 用户定夺）
+# 选择一个模型 → 点击上线检查 → 内部助手按模型配置后的测试过程处理：
+# test_model_call 真实调用（完整治理链）→ check_model_accounting 记账检查
+# （created 等 60~120 秒复查）→ platform_llm_status 复核状态 → 给出最终结论。
+
+import json as _json
+import random
+
+uid = await get_user()
+if not uid:
+	return _json.dumps({
+		"widgettype": "PopupWindow",
+		"options": {"title": "提示", "cwidth": 30, "cheight": 8, "auto_open": True},
+		"subwidgets": [{"widgettype": "Text", "options": {"text": "请先登录", "padding": "20px"}}]
+	}, ensure_ascii=False)
+
+session_id = 'llmchk' + str(random.randint(100000, 999999))
+chat_url = entire_url('/pipeline_core/api/agent_chat.dspy') + '?session_id=' + session_id + '&pipeline_id=platform_general'
+models_url = entire_url('/pipeline-llm/api/get_llm_online_check_models.dspy')
+
+# 上线检查：读模型下拉（UiCode.resultValue = 模型名），下达标准检查指令
+check_script = (
+	"var io=bricks.getWidgetById('llm_chk_io',bricks.app);if(!io||!io.inputw)return;"
+	"var sel=bricks.getWidgetById('llm_chk_model',bricks.app);"
+	"var m=sel&&sel.resultValue?String(sel.resultValue()||'').trim():'';"
+	"if(!m){new bricks.Message({title:'缺少输入',message:'请先选择要检查的模型'});return;}"
+	"var p='请对模型「'+m+'」执行上线检查，按模型配置后的测试过程处理："
+	"1) test_model_call 真实调用测试（生成类模型缺业务参数时先问我，不要编造）；"
+	"2) check_model_accounting 用返回的 task_ref 检查记账（created 则等 60~120 秒复查一次）；"
+	"3) platform_llm_status 复核模型/定价/供应商状态；"
+	"4) 最后明确告诉我检查结果：通过 / 不通过 + 各环节明细 + 遗留事项，不要粉饰。';"
+	"io.inputw.textw.setValue(p);io.inputw.input_finished();")
+
+resp = {
+	"widgettype": "PopupWindow",
+	"id": "llm_online_chk_pw",
+	"options": {"title": "✅ 模型上线检查（内部助手）", "width": "85%", "height": "85%", "auto_open": True},
+	"subwidgets": [{
+		"widgettype": "VBox",
+		"options": {"css": "filler", "width": "100%", "height": "100%", "padding": "12px", "gap": "8px"},
+		"subwidgets": [
+			{"widgettype": "Text", "options": {
+				"text": "选择模型后点击「上线检查」：内部助手执行真实调用测试（完整治理链）→ 记账检查（独立复算金额）→ 状态复核，最后给出通过/不通过结论。",
+				"cfontsize": 0.9, "color": "#64748b", "halign": "left"}},
+			{"widgettype": "HBox",
+			 "options": {"gap": "8px", "alignItems": "center"},
+			 "subwidgets": [
+				{"widgettype": "Text", "options": {"text": "模型：", "cfontsize": 0.95, "halign": "left"}},
+				{"widgettype": "UiCode", "id": "llm_chk_model",
+				 "options": {"name": "llm_chk_model", "dataurl": models_url,
+							 "valueField": "value", "textField": "text",
+							 "nullable": True, "cwidth": 30}},
+				{"widgettype": "Button", "id": "llm_chk_start",
+				 "options": {"label": "上线检查", "css": "small"},
+				 "binds": [{"wid": "self", "event": "click", "actiontype": "script",
+							"target": "self", "script": check_script}]}]},
+						{"widgettype": "AgentIO", "id": "llm_chk_io",
+						 "options": {"css": "filler", "url": chat_url,
+									 "model_dataurl": entire_url('/pipeline_core/api/agent_model_options.dspy') + '?session_id=' + session_id + '&pipeline_id=platform_general',
+									 "model_cwidth": 14,
+									 "placeholder": "也可以直接对内部助手说话，例如：对模型 xxx 做上线检查"}}
+		]}]
+}
+return _json.dumps(resp, ensure_ascii=False)
diff --git a/wwwroot/index.ui b/wwwroot/index.ui
index 2085e27..ce082a4 100644
--- a/wwwroot/index.ui
+++ b/wwwroot/index.ui
@@ -26,7 +26,7 @@
                 {
                     "widgettype": "Text",
                     "options": {
-                        "text": "供应商/账号/模型 · 容错策略 · 限额限流 · 双维度记账",
+                        "text": "供应商/账号/模型 · 容错策略 · 限额限流 · 双维度记账 · 点击卡片弹窗处理",
                         "cfontsize": 1.2
                     }
                 }
@@ -69,17 +69,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_vendor')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_vendor');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "供应商与端点", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "供应商协议 + 全球端点目录（国内/国际，配置一次全账号共用）", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "供应商与端点",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "供应商协议 + 全球端点目录（国内/国际，配置一次全账号共用）",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -94,17 +103,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_model')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_model');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "模型注册", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "能力分类（t2t/…）、挂定价项目（ppid）、成本/售价", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "模型注册",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "能力分类（t2t/…）、挂定价项目（ppid）、成本/售价 · 🤖自动配置 · ✅上线检查",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -119,17 +137,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_api_profile')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_api_profile');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "适配模板", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "协议×能力形态的请求/响应模板（按形态去重，不按模型开）", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "适配模板",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "协议×能力形态的请求/响应模板（按形态去重，不按模型开）",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -144,17 +171,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_org_policy')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_org_policy');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "组织容错策略", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "组织级主模型 + 备模型链 + 端点偏好（prefer/must）", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "组织容错策略",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "组织级主模型 + 备模型链 + 端点偏好（prefer/must）",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -169,17 +205,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_org_quota')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_org_quota');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "组织限额限流", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "组织池充值/余额 + 组织 QPM 上限", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "组织限额限流",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "组织池充值/余额 + 组织 QPM 上限",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -194,17 +239,26 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_user_quota')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_user_quota');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "个人限额限流", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "个人额度上限 + 个人 QPM（共享组织池模式）", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "个人限额限流",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "个人额度上限 + 个人 QPM（共享组织池模式）",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 },
                                 {
@@ -219,26 +273,31 @@
                                         {
                                             "wid": "self",
                                             "event": "click",
-                                            "actiontype": "urlwidget",
-                                            "target": "app.llm_content",
-                                            "options": {
-                                                "url": "{{entire_url('/pipeline-llm/llm_usage')}}"
-                                            },
-                                            "mode": "replace"
+                                            "actiontype": "script",
+                                            "target": "self",
+                                            "script": "var old=bricks.getWidgetById('llm_card_pw',bricks.app);if(old&&old.destroy){old.destroy();}var r=await fetch('{{entire_url('/pipeline-llm/api/card_popup.dspy')}}?target=llm_usage');var d=await r.json();if(d&&d.widgettype){bricks.widgetBuild(d,bricks.app);}else{bricks.show_message({title:'打开失败',message:'未能加载功能窗口'});}"
                                         }
                                     ],
                                     "subwidgets": [
-                                        {"widgettype": "Title4", "options": {"text": "用量流水", "marginBottom": "8px"}},
-                                        {"widgettype": "Text", "options": {"text": "双维度记账：成本侧（账号）+ 消费侧（组织/个人）", "cfontsize": 1.2}}
+                                        {
+                                            "widgettype": "Title4",
+                                            "options": {
+                                                "text": "用量流水",
+                                                "marginBottom": "8px"
+                                            }
+                                        },
+                                        {
+                                            "widgettype": "Text",
+                                            "options": {
+                                                "text": "双维度记账：成本侧（账号）+ 消费侧（组织/个人）",
+                                                "cfontsize": 1.2
+                                            }
+                                        }
                                     ]
                                 }
                             ]
                         }
                     ]
-                },
-                {
-                    "widgettype": "VBox",
-                    "id": "llm_content"
                 }
             ]
         }