diff --git a/backend/src/flow/engine.rs b/backend/src/flow/engine.rs
index b5b2ef1..43c0c50 100644
--- a/backend/src/flow/engine.rs
+++ b/backend/src/flow/engine.rs
@@ -122,8 +122,27 @@ fn eval_rhai_expr_bool(expr: &str, ctx: &serde_json::Value) -> bool {
     }
 }
 
-// 通用：评估 Rhai 表达式并转换为 serde_json::Value，失败返回 None
-pub(crate) fn eval_rhai_expr_json(expr: &str, ctx: &serde_json::Value) -> Result<serde_json::Value, String> {
+// 通用：评估 Rhai 表达式并转换为 serde_json::Value，失败返回错误
+#[derive(Debug, Clone)]
+pub enum RhaiExecError {
+    Compile { message: String },
+    Runtime { message: String },
+    Serde { message: String },
+}
+
+impl std::fmt::Display for RhaiExecError {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        match self {
+            RhaiExecError::Compile { message } => write!(f, "compile error: {}", message),
+            RhaiExecError::Runtime { message } => write!(f, "runtime error: {}", message),
+            RhaiExecError::Serde { message } => write!(f, "serde error: {}", message),
+        }
+    }
+}
+
+impl std::error::Error for RhaiExecError {}
+
+pub(crate) fn eval_rhai_expr_json(expr: &str, ctx: &serde_json::Value) -> Result<serde_json::Value, RhaiExecError> {
     // 构造作用域并注入 ctx
     let mut scope = rhai::Scope::new();
     let dyn_ctx = match rhai::serde::to_dynamic(ctx.clone()) { Ok(d) => d, Err(_) => rhai::Dynamic::UNIT };
@@ -131,12 +150,12 @@ pub(crate) fn eval_rhai_expr_json(expr: &str, ctx: &serde_json::Value) -> Result
 
     // 先从缓存读取 AST；未命中则编译并写入缓存，然后执行
     let cached = AST_CACHE.with(|c| c.borrow().get(expr).cloned());
-    let eval = |ast: &AST, scope: &mut rhai::Scope| -> Result<serde_json::Value, String> {
+    let eval = |ast: &AST, scope: &mut rhai::Scope| -> Result<serde_json::Value, RhaiExecError> {
         RHIA_ENGINE.with(|eng| {
             eng.borrow()
                 .eval_ast_with_scope::<rhai::Dynamic>(scope, ast)
-                .map_err(|e| e.to_string())
-                .and_then(|d| rhai::serde::from_dynamic(&d).map_err(|e| e.to_string()))
+                .map_err(|e| RhaiExecError::Runtime { message: e.to_string() })
+                .and_then(|d| rhai::serde::from_dynamic(&d).map_err(|e| RhaiExecError::Serde { message: e.to_string() }))
         })
     };
 
@@ -154,7 +173,7 @@ pub(crate) fn eval_rhai_expr_json(expr: &str, ctx: &serde_json::Value) -> Result
             });
             eval(&ast, &mut scope)
         }
-        Err(e) => Err(e.to_string()),
+        Err(e) => Err(RhaiExecError::Compile { message: e.to_string() }),
     }
 }
 
diff --git a/backend/src/flow/executors/script_rhai.rs b/backend/src/flow/executors/script_rhai.rs
index bc3099b..6cccf53 100644
--- a/backend/src/flow/executors/script_rhai.rs
+++ b/backend/src/flow/executors/script_rhai.rs
@@ -6,6 +6,7 @@ use std::time::Instant;
 use async_trait::async_trait;
 use serde_json::Value;
 use tracing::{debug, info};
+use anyhow::anyhow;
 
 // crate
 use crate::flow::domain::{NodeDef, NodeId};
@@ -46,7 +47,7 @@ pub fn exec_rhai_file(node_id: &NodeId, path: &str, ctx: &mut Value) -> anyhow::
         Ok(s) => s,
         Err(e) => {
             info!(target = "udmin.flow", node=%node_id.0, err=%e.to_string(), "script task: failed to read Rhai file");
-            return Ok(());
+            return Err(anyhow!("failed to read Rhai file: {}", e));
         }
     };
     let script = code;
@@ -71,7 +72,8 @@ pub fn exec_rhai_file(node_id: &NodeId, path: &str, ctx: &mut Value) -> anyhow::
             }
         }
         Err(err) => {
-            info!(target = "udmin.flow", node=%node_id.0, ms=%dur_ms, preview=%preview, err=%err, "script task: Rhai file execution failed, ctx unchanged");
+            info!(target = "udmin.flow", node=%node_id.0, ms=%dur_ms, preview=%preview, err=%err.to_string(), "script task: Rhai file execution failed, ctx unchanged");
+            return Err(anyhow!("Rhai file execution failed: {}", err));
         }
     }
     Ok(())
@@ -126,7 +128,8 @@ impl Executor for ScriptRhaiTask {
                     }
                 }
                 Err(err) => {
-                    info!(target = "udmin.flow", node=%node_id.0, ms=%dur_ms, preview=%script_preview, err=%err, "script_rhai task: inline execution failed, ctx unchanged");
+                    info!(target = "udmin.flow", node=%node_id.0, ms=%dur_ms, preview=%script_preview, err=%err.to_string(), "script_rhai task: inline execution failed, ctx unchanged");
+                    return Err(anyhow!("Rhai inline execution failed: {}", err));
                 }
             }
             return Ok(());
diff --git a/backend/src/flow/executors/variable.rs b/backend/src/flow/executors/variable.rs
index 9f75cda..797977f 100644
--- a/backend/src/flow/executors/variable.rs
+++ b/backend/src/flow/executors/variable.rs
@@ -55,9 +55,7 @@ fn resolve_assign_value(ctx: &Value, v: &Value) -> Value {
                     }
                 }
                 // ctx[...] / ctx. 前缀 -> 表达式求值
-                if s_trim.starts_with("ctx[") || s_trim.starts_with("ctx.") {
-                    return eval_rhai_expr_json(s_trim, ctx).unwrap_or_else(|_| V::Null);
-                }
+                return eval_rhai_expr_json(s_trim, ctx).unwrap_or_else(|_| V::Null);
             }
             v.get("content").cloned().unwrap_or(V::Null)
         }
diff --git a/frontend/src/flows/components/testrun/testrun-panel/index.tsx b/frontend/src/flows/components/testrun/testrun-panel/index.tsx
index 263a0bb..6b90065 100644
--- a/frontend/src/flows/components/testrun/testrun-panel/index.tsx
+++ b/frontend/src/flows/components/testrun/testrun-panel/index.tsx
@@ -108,7 +108,23 @@ export const TestRunSidePanel: FC<TestRunSidePanelProps> = ({ visible, onCancel
           ? customService.runStreamWS(values, {
               onNode: (evt) => {
                 if (evt.ctx) setStreamCtx((prev: any) => ({ ...(prev || {}), ...(evt.ctx || {}) }));
-                if (evt.logs && evt.logs.length) setStreamLogs((prev: string[]) => [...prev, ...evt.logs!]);
+                if (evt.logs && evt.logs.length) {
+                  const normalizeLog = (s: string) => s.replace(/\r/g, '').trim();
+                  const dedupLogs = (arr: string[]) => {
+                    const seen = new Set<string>();
+                    const res: string[] = [];
+                    for (const s of arr) {
+                      const key = normalizeLog(s);
+                      if (!seen.has(key)) {
+                        seen.add(key);
+                        res.push(s);
+                      }
+                    }
+                    return res;
+                  };
+                  const incoming = evt.logs!;
+                  setStreamLogs((prev) => dedupLogs([...(prev || []), ...incoming]));
+                }
               },
               onError: (evt) => {
                 const msg = evt.message || I18n.t('Run failed');
@@ -282,13 +298,18 @@ export const TestRunSidePanel: FC<TestRunSidePanelProps> = ({ visible, onCancel
       {/* 运行中（流式）时，直接在表单区域下方展示实时输出，而不是覆盖整块内容 */}
       {streamMode && isRunning && (
         <>
-          <NodeStatusGroup title={I18n.t('Context') + ' (Live)'} data={streamCtx} optional disableCollapse />
           <NodeStatusGroup title={I18n.t('Logs') + ' (Live)'} data={streamLogs} optional disableCollapse />
+          <NodeStatusGroup title={I18n.t('Context') + ' (Live)'} data={streamCtx} optional disableCollapse />
+        </>
+      )}
+
+      {/* 展示后端返回的执行信息：仅在非流式或流式已结束时显示，避免与实时输出重复 */}
+      {(!streamMode || !isRunning) && (
+        <>
+          <NodeStatusGroup title={I18n.t('Logs')} data={result?.logs} optional disableCollapse />
+          <NodeStatusGroup title={I18n.t('Context')} data={result?.ctx} optional disableCollapse />
         </>
       )}
-      {/* 展示后端返回的执行信息 */}
-      <NodeStatusGroup title={I18n.t('Context')} data={result?.ctx} optional disableCollapse />
-      <NodeStatusGroup title={I18n.t('Logs')} data={result?.logs} optional disableCollapse />
     </div>
   );
 
diff --git a/frontend/tsconfig.tsbuildinfo b/frontend/tsconfig.tsbuildinfo
index 347b8e9..4e74fab 100644
--- a/frontend/tsconfig.tsbuildinfo
+++ b/frontend/tsconfig.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/app.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/components/pageheader.tsx","./src/flows/app.tsx","./src/flows/editor.tsx","./src/flows/index.ts","./src/flows/initial-data.ts","./src/flows/type.d.ts","./src/flows/assets/icon-auto-layout.tsx","./src/flows/assets/icon-cancel.tsx","./src/flows/assets/icon-comment.tsx","./src/flows/assets/icon-minimap.tsx","./src/flows/assets/icon-mouse.tsx","./src/flows/assets/icon-pad.tsx","./src/flows/assets/icon-success.tsx","./src/flows/assets/icon-switch-line.tsx","./src/flows/assets/icon-warning.tsx","./src/flows/components/index.ts","./src/flows/components/add-node/index.tsx","./src/flows/components/add-node/use-add-node.ts","./src/flows/components/base-node/index.tsx","./src/flows/components/base-node/node-wrapper.tsx","./src/flows/components/base-node/styles.tsx","./src/flows/components/base-node/utils.ts","./src/flows/components/comment/constant.ts","./src/flows/components/comment/index.ts","./src/flows/components/comment/model.ts","./src/flows/components/comment/type.ts","./src/flows/components/comment/components/blank-area.tsx","./src/flows/components/comment/components/border-area.tsx","./src/flows/components/comment/components/container.tsx","./src/flows/components/comment/components/content-drag-area.tsx","./src/flows/components/comment/components/drag-area.tsx","./src/flows/components/comment/components/editor.tsx","./src/flows/components/comment/components/index.ts","./src/flows/components/comment/components/more-button.tsx","./src/flows/components/comment/components/render.tsx","./src/flows/components/comment/components/resize-area.tsx","./src/flows/components/comment/hooks/index.ts","./src/flows/components/comment/hooks/use-model.ts","./src/flows/components/comment/hooks/use-overflow.ts","./src/flows/components/comment/hooks/use-size.ts","./src/flows/components/group/color.ts","./src/flows/components/group/constant.ts","./src/flows/components/group/index.ts","./src/flows/components/group/components/background.tsx","./src/flows/components/group/components/color.tsx","./src/flows/components/group/components/header.tsx","./src/flows/components/group/components/icon-group.tsx","./src/flows/components/group/components/index.ts","./src/flows/components/group/components/node-render.tsx","./src/flows/components/group/components/title.tsx","./src/flows/components/group/components/tools.tsx","./src/flows/components/group/components/ungroup.tsx","./src/flows/components/group/components/tips/global-store.ts","./src/flows/components/group/components/tips/icon-close.tsx","./src/flows/components/group/components/tips/index.tsx","./src/flows/components/group/components/tips/is-mac-os.ts","./src/flows/components/group/components/tips/style.ts","./src/flows/components/group/components/tips/use-control.ts","./src/flows/components/line-add-button/button.tsx","./src/flows/components/line-add-button/index.tsx","./src/flows/components/line-add-button/use-visible.ts","./src/flows/components/node-menu/index.tsx","./src/flows/components/node-panel/index.tsx","./src/flows/components/node-panel/node-list.tsx","./src/flows/components/node-panel/node-placeholder.tsx","./src/flows/components/selector-box-popover/index.tsx","./src/flows/components/sidebar/index.tsx","./src/flows/components/sidebar/sidebar-node-renderer.tsx","./src/flows/components/sidebar/sidebar-provider.tsx","./src/flows/components/sidebar/sidebar-renderer.tsx","./src/flows/components/testrun/hooks/index.ts","./src/flows/components/testrun/hooks/use-fields.ts","./src/flows/components/testrun/hooks/use-form-meta.ts","./src/flows/components/testrun/hooks/use-sync-default.ts","./src/flows/components/testrun/node-status-bar/index.tsx","./src/flows/components/testrun/node-status-bar/group/index.tsx","./src/flows/components/testrun/node-status-bar/header/index.tsx","./src/flows/components/testrun/node-status-bar/render/index.tsx","./src/flows/components/testrun/node-status-bar/viewer/index.tsx","./src/flows/components/testrun/testrun-button/index.tsx","./src/flows/components/testrun/testrun-form/index.tsx","./src/flows/components/testrun/testrun-form/type.ts","./src/flows/components/testrun/testrun-json-input/index.tsx","./src/flows/components/testrun/testrun-panel/index.tsx","./src/flows/components/tools/auto-layout.tsx","./src/flows/components/tools/comment.tsx","./src/flows/components/tools/fit-view.tsx","./src/flows/components/tools/index.tsx","./src/flows/components/tools/interactive.tsx","./src/flows/components/tools/minimap-switch.tsx","./src/flows/components/tools/minimap.tsx","./src/flows/components/tools/mouse-pad-selector.tsx","./src/flows/components/tools/readonly.tsx","./src/flows/components/tools/save.tsx","./src/flows/components/tools/styles.tsx","./src/flows/components/tools/switch-line.tsx","./src/flows/components/tools/zoom-select.tsx","./src/flows/context/index.ts","./src/flows/context/node-render-context.ts","./src/flows/context/sidebar-context.ts","./src/flows/form-components/feedback.tsx","./src/flows/form-components/index.ts","./src/flows/form-components/form-content/index.tsx","./src/flows/form-components/form-content/styles.tsx","./src/flows/form-components/form-header/index.tsx","./src/flows/form-components/form-header/styles.tsx","./src/flows/form-components/form-header/title-input.tsx","./src/flows/form-components/form-header/utils.tsx","./src/flows/form-components/form-inputs/index.tsx","./src/flows/form-components/form-inputs/styles.tsx","./src/flows/form-components/form-item/index.tsx","./src/flows/hooks/index.ts","./src/flows/hooks/use-editor-props.tsx","./src/flows/hooks/use-is-sidebar.ts","./src/flows/hooks/use-node-render-context.ts","./src/flows/hooks/use-port-click.ts","./src/flows/nodes/constants.ts","./src/flows/nodes/default-form-meta.tsx","./src/flows/nodes/index.ts","./src/flows/nodes/block-end/form-meta.tsx","./src/flows/nodes/block-end/index.ts","./src/flows/nodes/block-start/form-meta.tsx","./src/flows/nodes/block-start/index.ts","./src/flows/nodes/break/form-meta.tsx","./src/flows/nodes/break/index.ts","./src/flows/nodes/code/form-meta.tsx","./src/flows/nodes/code/index.tsx","./src/flows/nodes/code/types.tsx","./src/flows/nodes/code/components/code.tsx","./src/flows/nodes/code/components/inputs.tsx","./src/flows/nodes/code/components/outputs.tsx","./src/flows/nodes/comment/index.tsx","./src/flows/nodes/condition/form-meta.tsx","./src/flows/nodes/condition/index.ts","./src/flows/nodes/condition/condition-inputs/index.tsx","./src/flows/nodes/condition/condition-inputs/styles.tsx","./src/flows/nodes/continue/form-meta.tsx","./src/flows/nodes/continue/index.ts","./src/flows/nodes/db/form-meta.tsx","./src/flows/nodes/db/index.tsx","./src/flows/nodes/end/form-meta.tsx","./src/flows/nodes/end/index.ts","./src/flows/nodes/group/index.tsx","./src/flows/nodes/http/form-meta.tsx","./src/flows/nodes/http/index.tsx","./src/flows/nodes/http/types.tsx","./src/flows/nodes/http/components/api.tsx","./src/flows/nodes/http/components/body.tsx","./src/flows/nodes/http/components/headers.tsx","./src/flows/nodes/http/components/params.tsx","./src/flows/nodes/http/components/timeout.tsx","./src/flows/nodes/llm/index.ts","./src/flows/nodes/loop/form-meta.tsx","./src/flows/nodes/loop/index.ts","./src/flows/nodes/start/form-meta.tsx","./src/flows/nodes/start/index.ts","./src/flows/nodes/variable/form-meta.tsx","./src/flows/nodes/variable/index.tsx","./src/flows/nodes/variable/types.tsx","./src/flows/plugins/index.ts","./src/flows/plugins/context-menu-plugin/context-menu-layer.tsx","./src/flows/plugins/context-menu-plugin/context-menu-plugin.ts","./src/flows/plugins/context-menu-plugin/index.ts","./src/flows/plugins/runtime-plugin/create-runtime-plugin.ts","./src/flows/plugins/runtime-plugin/index.ts","./src/flows/plugins/runtime-plugin/type.ts","./src/flows/plugins/runtime-plugin/client/base-client.ts","./src/flows/plugins/runtime-plugin/client/index.ts","./src/flows/plugins/runtime-plugin/client/browser-client/index.ts","./src/flows/plugins/runtime-plugin/client/server-client/constant.ts","./src/flows/plugins/runtime-plugin/client/server-client/index.ts","./src/flows/plugins/runtime-plugin/client/server-client/type.ts","./src/flows/plugins/runtime-plugin/runtime-service/index.ts","./src/flows/plugins/variable-panel-plugin/index.ts","./src/flows/plugins/variable-panel-plugin/variable-panel-layer.tsx","./src/flows/plugins/variable-panel-plugin/variable-panel-plugin.ts","./src/flows/plugins/variable-panel-plugin/components/full-variable-list.tsx","./src/flows/plugins/variable-panel-plugin/components/global-variable-editor.tsx","./src/flows/plugins/variable-panel-plugin/components/variable-panel.tsx","./src/flows/services/custom-service.ts","./src/flows/services/index.ts","./src/flows/shortcuts/constants.ts","./src/flows/shortcuts/index.ts","./src/flows/shortcuts/shortcuts.ts","./src/flows/shortcuts/type.ts","./src/flows/shortcuts/collapse/index.ts","./src/flows/shortcuts/copy/index.ts","./src/flows/shortcuts/delete/index.ts","./src/flows/shortcuts/expand/index.ts","./src/flows/shortcuts/paste/index.ts","./src/flows/shortcuts/paste/traverse.ts","./src/flows/shortcuts/paste/unique-workflow.ts","./src/flows/shortcuts/select-all/index.ts","./src/flows/shortcuts/zoom-in/index.ts","./src/flows/shortcuts/zoom-out/index.ts","./src/flows/typings/index.ts","./src/flows/typings/json-schema.ts","./src/flows/typings/node.ts","./src/flows/utils/index.ts","./src/flows/utils/on-drag-line-end.ts","./src/flows/utils/toggle-loop-expanded.ts","./src/flows/utils/yaml.test.ts","./src/flows/utils/yaml.ts","./src/layouts/mainlayout.tsx","./src/pages/dashboard.tsx","./src/pages/departments.tsx","./src/pages/flowlist.tsx","./src/pages/flowrunlogs.tsx","./src/pages/login.tsx","./src/pages/logs.tsx","./src/pages/menus.tsx","./src/pages/permissions.tsx","./src/pages/positions.tsx","./src/pages/roles.tsx","./src/pages/users.tsx","./src/utils/axios.ts","./src/utils/config.ts","./src/utils/datetime.ts","./src/utils/perm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\ No newline at end of file
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