diff --git a/apps/web/app/components/agent/agent-conversation.tsx b/apps/web/app/components/agent/agent-conversation.tsx
index 23d5fbf6..76b2ccca 100644
--- a/apps/web/app/components/agent/agent-conversation.tsx
+++ b/apps/web/app/components/agent/agent-conversation.tsx
@@ -86,7 +86,7 @@ export const BUDGET_LABEL: Record<string, string> = {
 const COMPACT_STATUS: Record<string, string> = {
   completed: "已完成",
   declined: "没有压缩",
-  aborted: "已中止",
+  aborted: "已停止",
   failed: "失败",
 };
 
@@ -108,7 +108,7 @@ export function contextLabel(context: string | null): string | null {
   const first = context.split(" · ")[0] ?? "";
   // 前缀里第一段是界面给的名称(「作品：沙丘2」);没有名称时只剩 key=ID,不上屏
   if (!first || first.includes("=")) return null;
-  return first.replace(/^(作品|资源|下载|整理记录|站点|任务|引擎任务)[：:]\s*/, "");
+  return first.replace(/^(作品|资源|下载|整理记录|站点|任务|引擎任务|后台任务)[：:]\s*/, "");
 }
 
 export function UserMessage({
@@ -289,7 +289,7 @@ export function StepSummary({
   const thinking = activity.some((a) => a.kind === "thinking");
   const head = current
     ? `${done ? `${done}，` : ""}${runningText(current)}…`
-    : done || (running ? "思考中…" : thinking ? "想了一下" : "过程说明");
+    : done || (running ? "思考中…" : thinking ? "思考过程" : "过程说明");
   return (
     <div className="w-full min-w-0" data-slot="step-summary">
       <button
@@ -365,7 +365,7 @@ export function DeniedLines({ runId, calls }: { runId: string; calls: ToolCallVi
                     {
                       onSuccess: () => {
                         setSent((s) => new Set(s).add(c.capabilityId));
-                        toast.success("已批准，智能体重试这一步");
+                        toast.success("已批准，智能体会重试这一步");
                       },
                       onError: (e) => toast.error(errorMessage(e)),
                     },
@@ -399,7 +399,7 @@ function EndNotice({ item }: { item: Extract<StreamItem, { kind: "end" }> }) {
       <CircleSlash aria-hidden className="mt-0.5 size-3.5 shrink-0" />
       <span className="min-w-0 break-words">
         {budget
-          ? `超出预算（${BUDGET_LABEL[item.budget ?? ""] ?? "用量"}），已停止。已完成的动作不会撤销；调大预算后发消息可以继续。`
+          ? `超出预算（${BUDGET_LABEL[item.budget ?? ""] ?? "用量"}），已停止。已完成的操作不会撤销，调大预算后发消息可继续`
           : aborted
             ? "已停止。"
             : `运行失败${item.message ? `：${humanizeReason(item.message) ?? item.message}` : ""}`}
@@ -523,7 +523,7 @@ export function AgentConversation({
       <UserMessage text={run.goal} tag={isProposeFirst(run) ? "先给方案" : undefined} />
       {blocks.map((b, bi) =>
         b.kind === "user" ? (
-          <UserMessage key={b.key} text={b.text} note={b.pending ? "已送达，等待智能体读取" : undefined} animateIn />
+          <UserMessage key={b.key} text={b.text} note={b.pending ? "已发送，等智能体读取" : undefined} animateIn />
         ) : (
           <section key={b.key} aria-label="智能体回合" className="flex w-full min-w-0 flex-col items-start gap-2">
             {b.parts.map((p, pi) => {
@@ -587,7 +587,7 @@ export function AgentConversation({
                   return (
                     <MessageMarker key={p.key}>
                       <Layers aria-hidden className="size-3.5 shrink-0" />
-                      整理上下文 ·{" "}
+                      压缩上下文 ·{" "}
                       {p.item.done ? (COMPACT_STATUS[p.item.status ?? "completed"] ?? p.item.status) : "进行中…"}
                     </MessageMarker>
                   );
@@ -626,7 +626,7 @@ function DraftCheckCard({ jobId, name }: { jobId: string; name: string }) {
           <CalendarCog aria-hidden className="size-4 shrink-0 text-muted-foreground" />
           巡检草稿「{name}」<StatusBadge>未启用</StatusBadge>
         </p>
-        <p className="mt-0.5 text-meta text-muted-foreground">到计划页检查目标、间隔和能力，确认后打开开关启用。</p>
+        <p className="mt-0.5 text-meta text-muted-foreground">在计划页检查目标、间隔和能力后启用。</p>
       </div>
       <Button asChild size="sm" variant="outline">
         <Link to={`${consolePath("schedules")}?job=${encodeURIComponent(jobId)}`}>检查并启用</Link>
@@ -672,8 +672,8 @@ export function resultFacts(report: GoalReport | null): ResultFact[] {
     });
   }
   if (r.imported && r.imported !== done.length) facts.push({ text: `已整理 ${r.imported} 个` });
-  if (r.inProgress) facts.push({ text: `${r.inProgress} 个还在进行` });
-  if (r.failed) facts.push({ text: `${r.failed} 个没有成功`, tone: "warning" });
+  if (r.inProgress) facts.push({ text: `${r.inProgress} 个进行中` });
+  if (r.failed) facts.push({ text: `${r.failed} 个失败`, tone: "warning" });
   return facts.length ? facts : [{ text: "没有提交下载或整理" }];
 }
 
@@ -859,7 +859,7 @@ export function RunAnnouncer({ status, finished }: { status: AgentRunStatus; fin
   const [msg, setMsg] = useState("");
   const prev = useRef(status);
   useEffect(() => {
-    if (prev.current !== status) setMsg(`运行${RUN_STATUS_LABEL[status]}`);
+    if (prev.current !== status) setMsg(`会话${RUN_STATUS_LABEL[status]}`);
     prev.current = status;
   }, [status]);
   useEffect(() => {
diff --git a/apps/web/app/components/agent/agent-drawer.tsx b/apps/web/app/components/agent/agent-drawer.tsx
index 6dee2a57..2f6a2362 100644
--- a/apps/web/app/components/agent/agent-drawer.tsx
+++ b/apps/web/app/components/agent/agent-drawer.tsx
@@ -51,7 +51,7 @@ export function useContextName(ctx: AgentContext | null): string | null {
   const task = useDownloadTask(path ? ctx?.downloadTaskId : undefined);
   const record = useRecord(path ? ctx?.recordId : undefined);
   if (!ctx) return null;
-  if (!path) return ctx.label ? ctx.label.replace(/^(作品|资源|下载|整理记录|站点|任务)[：:]\s*/, "") : null;
+  if (!path) return ctx.label ? ctx.label.replace(/^(作品|资源|下载|整理记录|站点|任务|后台任务)[：:]\s*/, "") : null;
   if (ctx.entityId) return entity.data?.entity.title ?? "这部作品";
   if (ctx.siteId) return site.data?.name ?? ctx.siteId;
   if (ctx.downloadTaskId) return task.data?.name ?? "这个下载任务";
@@ -162,8 +162,8 @@ export function AgentDrawer() {
                 <Button
                   variant="ghost"
                   size="icon-sm"
-                  aria-label="最小化（运行继续）"
-                  title="最小化（运行继续）"
+                  aria-label="最小化，会话继续运行"
+                  title="最小化，会话继续运行"
                   onClick={minimizeAgentDrawer}
                 >
                   <Minus />
@@ -256,8 +256,8 @@ function AgentMiniDock({ runId }: { runId: string }) {
         <Button
           variant="ghost"
           size="icon-xs"
-          aria-label="关闭小窗（运行在后台继续）"
-          title="关闭小窗（运行在后台继续）"
+          aria-label="关闭小窗，会话在后台继续"
+          title="关闭小窗，会话在后台继续"
           onClick={() => setAgentDrawerOpen(false)}
         >
           <X />
diff --git a/apps/web/app/components/agent/agent-interaction.tsx b/apps/web/app/components/agent/agent-interaction.tsx
index 380b1256..2ef70203 100644
--- a/apps/web/app/components/agent/agent-interaction.tsx
+++ b/apps/web/app/components/agent/agent-interaction.tsx
@@ -143,7 +143,7 @@ export function OptionsCard({ runId, view, waiting }: { runId: string; view: Opt
   const risks = options.flatMap((o) => o.risks.map((r) => ({ key: `${o.id}:${r}`, option: o.title, text: r })));
   const submit = (optionId: string | null) => {
     if (optionId === null && !reason.trim()) {
-      toast.error("写一句不要的原因，智能体按它调整");
+      toast.error("写一下为什么都不要");
       return;
     }
     setPicking(optionId ?? "__none__");
@@ -153,7 +153,7 @@ export function OptionsCard({ runId, view, waiting }: { runId: string; view: Opt
         onSuccess: () => {
           setSent({ optionId, reason: reason.trim() });
           const o = view.options.find((x) => x.id === optionId);
-          toast.success(optionId ? (o?.action?.approves ? "已选定并批准" : "已选定") : "已退回，智能体调整方案");
+          toast.success(optionId ? (o?.action?.approves ? "已选定并批准" : "已选定") : "已发送，智能体会重新给方案");
         },
         onError: (e) => toast.error(errorMessage(e)),
         onSettled: () => setPicking(null),
@@ -286,7 +286,7 @@ export function OptionsCard({ runId, view, waiting }: { runId: string; view: Opt
             disabled={!reason.trim() || choose.isPending}
             onClick={() => submit(null)}
           >
-            退回
+            发送
           </Button>
         </div>
       ) : null}
@@ -336,7 +336,7 @@ export function InlineApproval({ view, stepTitle }: { view: ApprovalView; stepTi
         ...(s === "rejected" && reason.trim() ? { reason: reason.trim() } : {}),
       },
       {
-        onSuccess: () => toast.success(s === "approved" ? "已批准，智能体继续执行" : "已拒绝，智能体按理由调整"),
+        onSuccess: () => toast.success(s === "approved" ? "已批准，智能体继续执行" : "已拒绝，智能体会调整做法"),
         onError: (e) => toast.error(errorMessage(e)),
       },
     );
@@ -364,7 +364,7 @@ export function InlineApproval({ view, stepTitle }: { view: ApprovalView; stepTi
           value={reason}
           maxLength={2000}
           aria-label="拒绝理由"
-          placeholder="理由或建议（可选），智能体按它调整"
+          placeholder="理由或建议，可不填"
           onChange={(e) => setReason(e.target.value)}
         />
       ) : null}
diff --git a/apps/web/app/components/agent/agent-run-panel.tsx b/apps/web/app/components/agent/agent-run-panel.tsx
index a980c690..5cc0937b 100644
--- a/apps/web/app/components/agent/agent-run-panel.tsx
+++ b/apps/web/app/components/agent/agent-run-panel.tsx
@@ -119,7 +119,7 @@ export function GoalComposer({
         maxRows={10}
         maxLength={4000}
         aria-label="目标"
-        placeholder="例如：把沙丘：第二部的 4K 收进来"
+        placeholder="例如：下载沙丘 2 的 4K 版本"
         submitLabel={pending ? "提交中" : "开始"}
         commands={NEW_RUN_COMMANDS}
         context={context}
@@ -491,7 +491,7 @@ export function AgentRunPanel({
           maxRows={6}
           maxLength={8000}
           aria-label="发消息"
-          placeholder={ended ? "接着说，输入 / 看指令" : "补充或纠正"}
+          placeholder={ended ? "继续对话，输入 / 查看指令" : "补充或纠正"}
           commands={RUN_COMMANDS}
         />
       </div>
@@ -499,13 +499,13 @@ export function AgentRunPanel({
       <ConfirmDialog
         open={confirmStop}
         onOpenChange={setConfirmStop}
-        title="停止这次运行？"
-        description="后续步骤不再执行，已完成的动作（如已提交的下载）不会撤销。"
-        confirmLabel="停止运行"
+        title="停止这个会话？"
+        description="后续步骤不再执行。已完成的操作不会撤销，已提交的下载会继续。"
+        confirmLabel="停止会话"
         destructive
         onConfirm={() =>
           abort.mutateAsync(r.id).then(
-            () => toast.success("已请求停止"),
+            () => toast.success("正在停止"),
             (e) => {
               toast.error(errorMessage(e));
               throw e;
diff --git a/apps/web/app/components/agent/agent-session-list.tsx b/apps/web/app/components/agent/agent-session-list.tsx
index ea4e37ca..b0436f33 100644
--- a/apps/web/app/components/agent/agent-session-list.tsx
+++ b/apps/web/app/components/agent/agent-session-list.tsx
@@ -380,7 +380,7 @@ export function AgentSessionList({
                   ? "没有等你处理的会话"
                   : "没有符合条件的会话"
                 : f.group === "auto"
-                  ? "还没有巡检会话，巡检到点后会出现在这里"
+                  ? "还没有巡检会话"
                   : "还没有会话，写一个目标开始"
             }
           />
diff --git a/apps/web/app/components/agent/agent-session-ui.test.ts b/apps/web/app/components/agent/agent-session-ui.test.ts
index 18bac1ba..1572e344 100644
--- a/apps/web/app/components/agent/agent-session-ui.test.ts
+++ b/apps/web/app/components/agent/agent-session-ui.test.ts
@@ -245,7 +245,7 @@ describe("拒绝:缩成一行", () => {
   it("授权拒绝 → 需要你批准 + [批准并重试];白名单拦截没有按钮", () => {
     expect(deniedReason(denied)).toEqual({ text: "需要你批准", approvable: true });
     expect(deniedReason(call({ status: "denied", reason: "不在白名单" }))).toEqual({
-      text: "本次没有开放",
+      text: "这次会话没开放这个能力",
       approvable: false,
     });
     const t = text(
@@ -529,7 +529,7 @@ describe("实际结果行(FIX-9):只列系统核实的事实", () => {
     const html = render(
       createElement(ResultLine, { run: RUN, report: done, live: withText("提交了 2 个下载，整理了 1 个。") }),
     );
-    expect(text(html).replace(/\s*、\s*/g, "、")).toContain("提交了 2 个下载、完成 1 次整理、1 个还在进行 · 41 秒");
+    expect(text(html).replace(/\s*、\s*/g, "、")).toContain("提交了 2 个下载、完成 1 次整理、1 个进行中 · 41 秒");
     expect(html).toContain(`href="/console/organize/${ID(3)}"`);
     expect(html).toContain('href="/console/downloads"');
     expect(html).not.toContain("与汇报不一致");
diff --git a/apps/web/app/components/agent/agent-store.ts b/apps/web/app/components/agent/agent-store.ts
index 3a21c58d..129d332f 100644
--- a/apps/web/app/components/agent/agent-store.ts
+++ b/apps/web/app/components/agent/agent-store.ts
@@ -180,7 +180,7 @@ export function contextFromPath(pathname: string): AgentContext | null {
     case "organize":
       return { label: `整理记录 ${short}`, recordId: id, fromPath: true };
     case "engine":
-      return { label: `引擎任务 ${short}`, taskId: id, fromPath: true };
+      return { label: `后台任务 ${short}`, taskId: id, fromPath: true };
     default:
       return null;
   }
diff --git a/apps/web/app/components/agent/agent-subagent-tree.tsx b/apps/web/app/components/agent/agent-subagent-tree.tsx
index 746c5d96..0b8ffab9 100644
--- a/apps/web/app/components/agent/agent-subagent-tree.tsx
+++ b/apps/web/app/components/agent/agent-subagent-tree.tsx
@@ -46,9 +46,9 @@ function budgetText(b: Record<string, number | undefined>) {
   const parts: string[] = [];
   if (b.maxToolCalls !== undefined) parts.push(`${b.maxToolCalls} 次调用`);
   if (b.maxTokens !== undefined) parts.push(`${tokens(b.maxTokens)} token`);
-  if (b.maxDurationSec !== undefined) parts.push(`${b.maxDurationSec}s`);
+  if (b.maxDurationSec !== undefined) parts.push(`${b.maxDurationSec} 秒`);
   if (b.maxCostUsd !== undefined) parts.push(`$${b.maxCostUsd}`);
-  return parts.length ? parts.join(" · ") : "沿用设置";
+  return parts.length ? parts.join(" · ") : "沿用默认";
 }
 
 function Node({ node, byParent, depth }: { node: AgentRunNode; byParent: Map<string, AgentRunNode[]>; depth: number }) {
@@ -119,7 +119,7 @@ export function SubagentTree({ snapshot, className }: { snapshot: RunSnapshot; c
           </p>
           <RunLink id={parent.id}>{shortGoalTitle(parent.goal)}</RunLink>
           <p className="text-meta text-muted-foreground">
-            第 {run.depth} 层子会话 · 继承父会话的发起人与授权上限 · 能力 {caps} 项（⊆ 父会话）· 划拨预算{" "}
+            第 {run.depth} 层子会话 · 权限不超过父会话 · 可用能力 {caps} 项 · 预算{" "}
             {budgetText(run.budget as Record<string, number | undefined>)}
             {run.spawnReason ? ` · 理由：${run.spawnReason}` : ""}
           </p>
@@ -129,7 +129,7 @@ export function SubagentTree({ snapshot, className }: { snapshot: RunSnapshot; c
         <div className="space-y-1">
           <p className="flex flex-wrap items-center gap-1.5 text-meta text-muted-foreground">
             <GitBranch aria-hidden className="size-3.5" />
-            子会话 {children.length} 个{familyUsage ? <FamilyUsage usage={familyUsage} /> : null}
+            {children.length} 个子会话{familyUsage ? <FamilyUsage usage={familyUsage} /> : null}
           </p>
           <ul className="space-y-0.5">
             {direct.map((c) => (
@@ -143,5 +143,5 @@ export function SubagentTree({ snapshot, className }: { snapshot: RunSnapshot; c
 }
 
 function FamilyUsage({ usage }: { usage: AgentFamilyUsage }) {
-  return <span className="ml-auto tabular-nums">会话树合计 {usageLine(usage)}</span>;
+  return <span className="ml-auto tabular-nums">合计 {usageLine(usage)}</span>;
 }
diff --git a/apps/web/app/components/agent/conversation-model.ts b/apps/web/app/components/agent/conversation-model.ts
index 73e47080..9e30c96b 100644
--- a/apps/web/app/components/agent/conversation-model.ts
+++ b/apps/web/app/components/agent/conversation-model.ts
@@ -29,7 +29,7 @@ export function authDenial(call: Pick<ToolCallView, "status" | "outputSummary">)
 /** 被服务端拒绝(白名单拦截或授权校验失败) */
 export const isDenied = (call: ToolCallView) => call.status === "denied" || authDenial(call) !== null;
 
-/** 拒绝的一行说明:需要批准 / 本次没有开放 / 次数用完 */
+/** 拒绝的一行说明:需要批准 / 这次会话没开放 / 次数用完 */
 export function deniedReason(call: ToolCallView): { text: string; approvable: boolean } {
   const auth = authDenial(call);
   if (auth) {
@@ -37,8 +37,8 @@ export function deniedReason(call: ToolCallView): { text: string; approvable: bo
     if (/自动化总开关|只读对账/.test(auth)) return { text: "自动执行已关闭", approvable: false };
     return { text: "需要你批准", approvable: true };
   }
-  if (call.reason && /预算|次数/.test(call.reason)) return { text: "调用次数用完了", approvable: false };
-  return { text: "本次没有开放", approvable: false };
+  if (call.reason && /预算|次数/.test(call.reason)) return { text: "工具调用次数已用完", approvable: false };
+  return { text: "这次会话没开放这个能力", approvable: false };
 }
 
 // ── 进度行的人话计数 ──
diff --git a/apps/web/app/components/agent/quick-goals.ts b/apps/web/app/components/agent/quick-goals.ts
index 381b5577..611f12aa 100644
--- a/apps/web/app/components/agent/quick-goals.ts
+++ b/apps/web/app/components/agent/quick-goals.ts
@@ -30,7 +30,7 @@ const RULES: Rule[] = [
   },
   {
     match: /^\/console\/organize/,
-    goals: ["识别需要处理的整理记录里的作品", "这次整理为什么有文件失败", "把失败的文件重新整理一遍"],
+    goals: ["识别整理记录里没识别出的作品", "这次整理为什么有文件失败", "把失败的文件重新整理一遍"],
   },
   {
     match: /^\/console\/files/,
diff --git a/apps/web/app/components/agent/tool-call-card-io.tsx b/apps/web/app/components/agent/tool-call-card-io.tsx
index ac98244c..8c04c96e 100644
--- a/apps/web/app/components/agent/tool-call-card-io.tsx
+++ b/apps/web/app/components/agent/tool-call-card-io.tsx
@@ -66,7 +66,7 @@ function ToolCallIoSheet({ call, onClose }: { call: ToolCallView; onClose: () =>
         <JsonView value={output.value ?? call.reason} maxHeight="18rem" tone={failed ? "destructive" : "neutral"} />
       </DetailSection>
       {input.truncated || output.truncated ? (
-        <p className="text-caption text-muted-foreground">事件流只保存 500 字符以内的摘要，超出部分已截断。</p>
+        <p className="text-caption text-muted-foreground">只保存前 500 个字符，其余已截断。</p>
       ) : null}
       <DetailSection title="输入 schema">
         {tools.isPending ? (
@@ -76,7 +76,7 @@ function ToolCallIoSheet({ call, onClose }: { call: ToolCallView; onClose: () =>
         ) : tool ? (
           <JsonView value={tool.inputJsonSchema} maxHeight="20rem" />
         ) : (
-          <p className="text-caption text-muted-foreground">这个能力没有注册，没有 schema。</p>
+          <p className="text-caption text-muted-foreground">这个能力未注册，没有 schema。</p>
         )}
       </DetailSection>
       {tool ? (
diff --git a/apps/web/app/components/agentui/approval-card.tsx b/apps/web/app/components/agentui/approval-card.tsx
index 3adcecfa..259c83b7 100644
--- a/apps/web/app/components/agentui/approval-card.tsx
+++ b/apps/web/app/components/agentui/approval-card.tsx
@@ -20,7 +20,7 @@ export type ApprovalCardStatus =
   | "consumed";
 
 const LABEL: Record<ApprovalCardStatus, string> = {
-  pending: "待批准",
+  pending: "等你批准",
   submitting: "提交中",
   approved: "已批准",
   rejected: "已拒绝",
diff --git a/apps/web/app/components/agentui/code-block.tsx b/apps/web/app/components/agentui/code-block.tsx
index 3e1c388d..c6be4bb3 100644
--- a/apps/web/app/components/agentui/code-block.tsx
+++ b/apps/web/app/components/agentui/code-block.tsx
@@ -101,7 +101,7 @@ export function CodeBlock({
             ) : (
               <Check aria-hidden className="size-3" />
             )}
-            {streaming ? "输出中" : "完整"}
+            {streaming ? "输出中" : "已完成"}
           </span>
           {copyable ? (
             <button
diff --git a/apps/web/app/components/agentui/todo-list.tsx b/apps/web/app/components/agentui/todo-list.tsx
index e929db60..d8fae8d8 100644
--- a/apps/web/app/components/agentui/todo-list.tsx
+++ b/apps/web/app/components/agentui/todo-list.tsx
@@ -19,10 +19,10 @@ export interface TodoItem {
 }
 
 const LABEL: Record<TodoItemStatus, string> = {
-  pending: "待办",
+  pending: "未开始",
   "in-progress": "进行中",
   completed: "已完成",
-  cancelled: "被拒绝",
+  cancelled: "已取消",
   error: "失败",
   skipped: "已跳过",
 };
diff --git a/apps/web/app/components/agentui/tool-approval.tsx b/apps/web/app/components/agentui/tool-approval.tsx
index 0290f843..3110db34 100644
--- a/apps/web/app/components/agentui/tool-approval.tsx
+++ b/apps/web/app/components/agentui/tool-approval.tsx
@@ -26,7 +26,7 @@ export interface ToolApprovalParameter {
 }
 
 const COPY: Record<ToolApprovalStatus, string> = {
-  pending: "待授权",
+  pending: "等你批准",
   approving: "提交中",
   approved: "已批准",
   denied: "已拒绝",
@@ -68,7 +68,7 @@ export interface ToolApprovalProps {
 
 export function ToolApproval({
   tool,
-  title = "允许执行这个工具？",
+  title = "允许调用这个工具？",
   description,
   parameters = [],
   status = "pending",
diff --git a/apps/web/app/components/dashboard/home-runtime.tsx b/apps/web/app/components/dashboard/home-runtime.tsx
index 304a5576..d486df44 100644
--- a/apps/web/app/components/dashboard/home-runtime.tsx
+++ b/apps/web/app/components/dashboard/home-runtime.tsx
@@ -171,7 +171,7 @@ function RuntimeOverview({ downloaders }: { downloaders?: Dashboard["sources"]["
           </p>
         </>
       ) : (
-        <EmptyState plain icon={Gauge} title="暂无运行状态" className="py-6" />
+        <EmptyState plain icon={Gauge} title="没有运行状态数据" className="py-6" />
       )}
     </OverviewCard>
   );
@@ -192,18 +192,18 @@ function DownloaderOverview({ downloaders }: { downloaders?: Dashboard["sources"
     downloaders ??
     instances.map((d) => ({ id: d.instanceId, name: d.name, enabled: true, health: "unknown", lastSeenAt: null }));
   return (
-    <OverviewCard title="下载器情况" icon={Download} to={consolePath("downloads")}>
+    <OverviewCard title="下载器" icon={Download} to={consolePath("downloads")}>
       {q.isPending ? (
         <LoadingState rows={2} />
       ) : q.isError ? (
         <ErrorState plain title="下载器状态加载失败" onRetry={() => q.refetch()} className="py-6" />
       ) : !sources.length ? (
-        <EmptyState plain icon={Download} title={downloaders ? "尚未配置下载器" : "暂无启用下载器"} className="py-6" />
+        <EmptyState plain icon={Download} title={downloaders ? "还没有下载器" : "没有启用的下载器"} className="py-6" />
       ) : (
         <>
           <p className="mb-3 text-title-sm font-semibold tabular-nums">
             {board?.counts.active}
-            <span className="ml-1.5 text-caption font-normal text-muted-foreground">项进行中</span>
+            <span className="ml-1.5 text-caption font-normal text-muted-foreground">个下载进行中</span>
           </p>
           <ul className="divide-y divide-border/60">
             {sources.map((d) => {
@@ -245,10 +245,10 @@ function DownloaderOverview({ downloaders }: { downloaders?: Dashboard["sources"
             })}
           </ul>
           <p className="mt-3 text-meta text-muted-foreground">
-            进行中含等待计划、暂停和异常任务 · 速度含下载器全部任务
+            进行中包括还没提交、已暂停和出错的下载 · 速度是下载器里全部任务的合计
           </p>
           {board?.liveAt ? (
-            <p className="mt-1 text-meta text-muted-foreground">速度采样于 {formatRelative(board.liveAt)}</p>
+            <p className="mt-1 text-meta text-muted-foreground">速度更新于 {formatRelative(board.liveAt)}</p>
           ) : null}
         </>
       )}
diff --git a/apps/web/app/components/tasks/labels.ts b/apps/web/app/components/tasks/labels.ts
index 5d9c1ae1..8a09865f 100644
--- a/apps/web/app/components/tasks/labels.ts
+++ b/apps/web/app/components/tasks/labels.ts
@@ -12,7 +12,7 @@ export const BUSINESS_KIND_LABEL: Record<EngineBusinessKind, string> = {
   schedule: "定时任务",
   feed: "RSS",
   site: "站点",
-  decision: "待处理事项",
+  decision: "需要处理的事项",
   media: "作品",
 };
 
@@ -32,9 +32,9 @@ export function sourceOf(t: EngineTriggeredBy | null | undefined): TaskSource |
 
 /** 引擎工作流名 → 做什么 */
 export const WORKFLOW_LABEL: Record<string, string> = {
-  ingestFeed: "抓取 Feed",
+  ingestFeed: "抓取 RSS",
   resolveObservation: "识别资源",
-  evaluateAcquisition: "评估候选",
+  evaluateAcquisition: "评估资源",
   submitDownload: "提交下载",
   verifyAndImport: "核验整理",
   scrapeMedia: "刮削",
@@ -42,7 +42,7 @@ export const WORKFLOW_LABEL: Record<string, string> = {
   prewarmMetadata: "预热元数据缓存",
   reconcileLibrary: "文件核对",
   cleanupDownloadCache: "清理缓存",
-  resolveDecision: "处理待处理事项",
+  resolveDecision: "处理事项",
   runAgent: "智能体会话",
   snapshotSite: "站点抓取",
   refreshSiteAccount: "刷新站点账号",
diff --git a/apps/web/app/components/tasks/task-detail.tsx b/apps/web/app/components/tasks/task-detail.tsx
index ec1f628b..20f74aec 100644
--- a/apps/web/app/components/tasks/task-detail.tsx
+++ b/apps/web/app/components/tasks/task-detail.tsx
@@ -183,7 +183,7 @@ export function RunActions({
           try {
             const res = await cancel.mutateAsync({ id: r.id, reason: "控制台手动取消" });
             if (res.canceled) toast.success("已取消");
-            else toast.warning("任务已结束");
+            else toast.warning("任务已结束，不用取消");
           } catch (err) {
             toast.error(errorMessage(err, "取消失败"));
             throw err;
@@ -243,7 +243,7 @@ export function TaskDetailBody({ r, onOpenRun }: { r: EngineRunDetail; onOpenRun
   const hasError = r.error !== null && r.error !== undefined;
   // 相关日志(日志页按对象筛选):本任务的操作留痕;关联对象的全部日志(任务、定时任务运行、审计)
   const audits = [
-    { to: objectLogsPath("engine_run", r.id), label: "本任务的操作记录" },
+    { to: objectLogsPath("engine_run", r.id), label: "这个任务的操作记录" },
     ...(b && BUSINESS_OBJECT_TYPE[b.kind]
       ? [
           {
@@ -275,11 +275,11 @@ export function TaskDetailBody({ r, onOpenRun }: { r: EngineRunDetail; onOpenRun
               ),
               wide: true,
             },
-            { label: "做什么", value: workflowLabel(r.workflowName) },
+            { label: "类型", value: workflowLabel(r.workflowName) },
             { label: "来源", value: src ? SOURCE_LABEL[src] : "未知" },
             {
               label: "开始",
-              value: r.startedAt ? `${formatDateTime(r.startedAt)}(${formatRelative(r.startedAt)})` : "未开始",
+              value: r.startedAt ? `${formatDateTime(r.startedAt)}（${formatRelative(r.startedAt)}）` : "未开始",
             },
           ]}
         />
diff --git a/apps/web/app/components/workbench/feed-form.tsx b/apps/web/app/components/workbench/feed-form.tsx
index 2742b258..743c6f29 100644
--- a/apps/web/app/components/workbench/feed-form.tsx
+++ b/apps/web/app/components/workbench/feed-form.tsx
@@ -122,8 +122,8 @@ export function FeedFormDialog({
     const parsed = feed ? FeedSourceUpdate.safeParse(raw) : FeedSourceCreate.safeParse(raw);
     if (!parsed.success) {
       const e = zodFieldErrors(parsed.error.issues);
-      if (e.pollIntervalSec) e.pollMin = "轮询间隔至少 1 分钟";
-      if (e.url) e.url = feed ? "URL 格式不对" : "填写完整的 RSS 地址";
+      if (e.pollIntervalSec) e.pollMin = "抓取间隔至少 1 分钟";
+      if (e.url) e.url = feed ? "RSS 地址格式不对" : "填写完整的 RSS 地址";
       setErrors(e);
       return;
     }
@@ -144,7 +144,7 @@ export function FeedFormDialog({
       <DialogContent className="max-h-[90vh] overflow-y-auto sm:max-w-lg">
         <DialogHeader>
           <DialogTitle>{feed ? "编辑 RSS" : "新建 RSS"}</DialogTitle>
-          <DialogDescription>URL 加密保存，之后只显示脱敏地址。</DialogDescription>
+          <DialogDescription>地址加密保存，之后只显示脱敏后的地址。</DialogDescription>
         </DialogHeader>
         <form
           className="grid gap-1"
@@ -157,7 +157,7 @@ export function FeedFormDialog({
             label="名称"
             htmlFor="feed-name"
             error={errors.name}
-            hint={feed ? undefined : "可选；留空时用「站点名 RSS」或地址主机名"}
+            hint={feed ? undefined : "留空时用「站点名 RSS」或地址的主机名"}
           >
             <Input
               id="feed-name"
@@ -167,11 +167,11 @@ export function FeedFormDialog({
             />
           </FormField>
           <FormField
-            label="URL"
+            label="RSS 地址"
             htmlFor="feed-url"
             required={!feed}
             error={errors.url}
-            hint={feed ? `当前：${feed.urlDisplay}；留空表示不变` : "RSS / Atom 地址"}
+            hint={feed ? `当前：${feed.urlDisplay}。留空不修改` : "支持 RSS 和 Atom"}
           >
             <Input
               id="feed-url"
@@ -198,7 +198,7 @@ export function FeedFormDialog({
                 </SelectContent>
               </Select>
             </FormField>
-            <FormField label="轮询间隔（分钟）" htmlFor="feed-poll" error={errors.pollMin}>
+            <FormField label="抓取间隔（分钟）" htmlFor="feed-poll" error={errors.pollMin}>
               <Input
                 id="feed-poll"
                 type="number"
@@ -257,7 +257,7 @@ export function FeedFormDialog({
             <FormField
               label="站点账号"
               htmlFor="feed-account"
-              hint={d.siteId && !siteAccounts.length ? "该站点没有账号" : undefined}
+              hint={d.siteId && !siteAccounts.length ? "这个站点没有账号" : undefined}
             >
               <Select
                 value={d.siteAccountId || NONE}
@@ -295,7 +295,7 @@ export function FeedFormDialog({
             />
           </FormField>
           <div className="flex items-center justify-between gap-3 py-1 text-caption text-foreground">
-            <label htmlFor="feed-enabled">启用（关闭后停止轮询）</label>
+            <label htmlFor="feed-enabled">启用，关闭后停止抓取</label>
             <Switch id="feed-enabled" checked={d.enabled} onCheckedChange={(v) => set("enabled", v)} />
           </div>
           <DialogFooter className="mt-2 gap-2">
diff --git a/apps/web/app/components/workbench/feed-table.tsx b/apps/web/app/components/workbench/feed-table.tsx
index 47181581..c8e96003 100644
--- a/apps/web/app/components/workbench/feed-table.tsx
+++ b/apps/web/app/components/workbench/feed-table.tsx
@@ -36,7 +36,7 @@ const lastErrorText = (f: FeedSource) =>
 /** 游标窗口摘要:服务端 cursor.window 的条目数与上次抓取时间 */
 function cursorSummary(f: FeedSource): string {
   const w = f.cursor.window as { lastFetchedAt?: string | null; lastGuidSet?: unknown[] } | undefined;
-  if (!w) return "尚无游标";
+  if (!w) return "还没有游标";
   const n = Array.isArray(w.lastGuidSet) ? w.lastGuidSet.length : null;
   return `${n !== null ? `窗口 ${n} 条` : "窗口"}${w.lastFetchedAt ? ` · ${relTime(w.lastFetchedAt)}` : ""}`;
 }
@@ -62,14 +62,14 @@ function FeedActions({ f }: { f: FeedSource }) {
       <Button
         variant="ghost"
         size="icon-sm"
-        title="立即抓取（受站点限流）"
+        title="立即抓取，按站点限流排队"
         aria-label="立即抓取"
         disabled={!f.enabled || fetchNow.isPending}
         onKeyDown={(e) => e.stopPropagation()}
         onClick={(e) => {
           e.stopPropagation();
           fetchNow.mutate(f.id, {
-            onSuccess: () => toast.success("抓取已排队"),
+            onSuccess: () => toast.success("已加入抓取队列"),
             onError: (err) => toast.error(errorMessage(err)),
           });
         }}
@@ -81,7 +81,7 @@ function FeedActions({ f }: { f: FeedSource }) {
 }
 
 const OBS_STATUS: Record<Observation["status"], { label: string; tone: StatusTone } | null> = {
-  new: { label: "待识别", tone: "neutral" },
+  new: { label: "未处理", tone: "neutral" },
   linked: null,
   ignored: { label: "已忽略", tone: "neutral" },
   error: { label: "出错", tone: "warning" },
@@ -188,7 +188,7 @@ export function FeedTable({
     },
     {
       key: "health",
-      header: "健康",
+      header: "状态",
       cell: (f) => {
         const gap = feedGapHint(f);
         return (
@@ -230,19 +230,19 @@ export function FeedTable({
         ]),
     {
       key: "poll",
-      header: "轮询",
+      header: "抓取间隔",
       hideBelow: "lg",
       cell: (f) => <span className="whitespace-nowrap">{Math.round(f.pollIntervalSec / 60)} 分钟</span>,
     },
     {
       key: "success",
-      header: "最后成功",
+      header: "上次成功",
       hideBelow: "sm",
       cell: (f) => (
         <div className="whitespace-nowrap">
           <p className="text-foreground">{relTime(f.lastSuccessAt)}</p>
           {f.consecutiveFailures ? (
-            <p className="text-meta text-destructive">连续失败 {f.consecutiveFailures}</p>
+            <p className="text-meta text-destructive">连续失败 {f.consecutiveFailures} 次</p>
           ) : null}
         </div>
       ),
@@ -264,7 +264,7 @@ export function FeedTable({
         empty={{
           icon: Rss,
           title: filtered ? "没有符合筛选的 RSS" : "还没有 RSS",
-          description: filtered ? undefined : "新建 RSS 后按轮询间隔抓取，新资源进入识别和收录评估。",
+          description: filtered ? undefined : "新建 RSS 后按间隔抓取，抓到的新资源会自动识别，并按收录版本评估。",
         }}
       />
 
@@ -324,12 +324,12 @@ export function FeedTable({
             <DetailSection title="抓取状态">
               <KvList
                 items={[
-                  { label: "最后成功", value: formatDateTime(open.lastSuccessAt) },
-                  { label: "最后抓取", value: formatDateTime(open.lastFetchAt) },
+                  { label: "上次成功", value: formatDateTime(open.lastSuccessAt) },
+                  { label: "上次抓取", value: formatDateTime(open.lastFetchAt) },
                   { label: "下次抓取", value: formatDateTime(open.nextFetchAt) },
                   { label: "退避至", value: formatDateTime(open.backoffUntil) },
                   { label: "连续失败", value: open.consecutiveFailures },
-                  { label: "轮询间隔", value: `${Math.round(open.pollIntervalSec / 60)} 分钟` },
+                  { label: "抓取间隔", value: `${Math.round(open.pollIntervalSec / 60)} 分钟` },
                   { label: "游标", value: cursorSummary(open) },
                   { label: "解析器", value: open.parserVersion, mono: true },
                   { label: "ETag", value: open.etag, mono: true },
diff --git a/apps/web/app/components/workbench/release-detail-sheet.tsx b/apps/web/app/components/workbench/release-detail-sheet.tsx
index 230ba719..401275cc 100644
--- a/apps/web/app/components/workbench/release-detail-sheet.tsx
+++ b/apps/web/app/components/workbench/release-detail-sheet.tsx
@@ -21,19 +21,19 @@ import { InventoryOverlay, ReleaseBadges } from "./release-list.tsx";
 import { ExternalIdTags, externalLinks, ReleasePageSections } from "./release-page-section.tsx";
 
 const DECISION_LABEL = {
-  accept: { label: "符合，可收录", tone: "success" },
+  accept: { label: "可下载", tone: "success" },
   upgrade: { label: "可升级", tone: "success" },
   reject: { label: "不收录", tone: "destructive" },
-  unknown_field: { label: "缺字段，待复核", tone: "warning" },
-  skipped: { label: "被跳过", tone: "neutral" },
-  deferred: { label: "延后：已有计划在途", tone: "warning" },
+  unknown_field: { label: "信息不全", tone: "warning" },
+  skipped: { label: "已跳过", tone: "neutral" },
+  deferred: { label: "延后：已有下载在进行", tone: "warning" },
 } as const;
 
 /** 没关联作品时按识别状态说一句(原码不上屏) */
 const UNLINKED_TEXT: Record<string, string> = {
-  unresolved: "还没识别作品。",
+  unresolved: "未识别。",
   ambiguous: "有多个可能的作品，没有自动关联。",
-  unidentifiable: "没识别出作品。",
+  unidentifiable: "无法识别作品。",
   rejected: "识别结果已被排除。",
 };
 
@@ -43,9 +43,9 @@ function LocalInventory({ release, entry }: { release: WorkbenchRelease; entry:
   if (!release.entity) {
     return (
       <p className="text-caption text-muted-foreground">
-        {UNLINKED_TEXT[release.resolutionStatus] ?? "未关联本地作品。"}
+        {UNLINKED_TEXT[release.resolutionStatus] ?? "未识别。"}
         <Link to="/console/identity" className="ml-1 underline underline-offset-4">
-          去指定作品
+          指定作品
         </Link>
       </p>
     );
@@ -87,7 +87,7 @@ function LocalInventory({ release, entry }: { release: WorkbenchRelease; entry:
                   <li key={c.slotId} className="rounded-lg border border-border/70 px-3 py-2">
                     <div className="flex flex-wrap items-center gap-2 text-caption">
                       <StatusBadge tone={d.tone}>{d.label}</StatusBadge>
-                      <span className="text-foreground">{slot ? `目标 ${slot.name}` : "收录版本"}</span>
+                      <span className="text-foreground">{slot ? `收录版本 ${slot.name}` : "收录版本"}</span>
                       <span className="text-muted-foreground">{relTime(c.evaluatedAt)}评估</span>
                     </div>
                     {c.reasons.length ? (
@@ -158,7 +158,7 @@ export function ReleaseDetailSheet({
       { siteId, rid: r.id },
       {
         onSuccess: (d) =>
-          d.refreshError ? toast.warning(`复核失败，显示上次数据：${d.refreshError}`) : toast.success("已复核"),
+          d.refreshError ? toast.warning(`刷新失败，显示的是上次的数据：${d.refreshError}`) : toast.success("已刷新"),
         onError: (e) => toast.error(errorMessage(e)),
       },
     );
@@ -224,7 +224,7 @@ export function ReleaseDetailSheet({
               </span>
               <Button variant="outline" size="xs" className="ml-auto" disabled={refresh.isPending} onClick={doRefresh}>
                 <RefreshCw className={refresh.isPending ? "animate-spin" : undefined} />
-                复核详情
+                刷新详情
               </Button>
             </div>
             {page && (externalLinks(page).length || page.tags.length || page.uploader) ? (
@@ -240,7 +240,7 @@ export function ReleaseDetailSheet({
             ) : null}
             {detail.data?.refreshError ? (
               <p className="rounded-lg border border-warning/40 bg-warning/10 px-3 py-2 text-caption text-warning">
-                最近一次复核失败，下面是之前的数据：{detail.data.refreshError}
+                上次刷新失败，下面是之前的数据：{detail.data.refreshError}
               </p>
             ) : null}
           </div>
@@ -254,7 +254,7 @@ export function ReleaseDetailSheet({
           ) : detail.data && !detail.data.detailSupported ? (
             <p className="text-caption text-muted-foreground">这个站点不支持抓详情页。</p>
           ) : (
-            <p className="text-caption text-muted-foreground">还没有详情页内容。点「复核详情」抓取。</p>
+            <p className="text-caption text-muted-foreground">还没有详情页内容。点「刷新详情」抓取。</p>
           )}
 
           {!page?.fileTree.length && r.fileList?.length ? (
@@ -270,7 +270,7 @@ export function ReleaseDetailSheet({
             </DetailSection>
           ) : null}
 
-          <DetailSection title="本地库存与候选理由">
+          <DetailSection title="本地版本与评估">
             <LocalInventory release={r} entry={entry} />
           </DetailSection>
 
@@ -278,9 +278,9 @@ export function ReleaseDetailSheet({
             <DetailSection title="数据时效">
               <KvList
                 items={[
-                  { label: "促销观察于", value: formatDateTime(detail.data.volatile.promotionObservedAt) },
+                  { label: "促销更新于", value: formatDateTime(detail.data.volatile.promotionObservedAt) },
                   { label: "促销截止", value: formatDateTime(detail.data.volatile.promotionExpiresAt) },
-                  { label: "做种人数观察于", value: formatDateTime(detail.data.volatile.peersObservedAt) },
+                  { label: "做种人数更新于", value: formatDateTime(detail.data.volatile.peersObservedAt) },
                   { label: "详情抓取于", value: formatDateTime(detail.data.volatile.detailFetchedAt) },
                 ]}
               />
@@ -294,8 +294,8 @@ export function ReleaseDetailSheet({
                 { label: "分类", value: categoryLabel(r) },
                 { label: "首次发现", value: formatDateTime(r.firstSeenAt) },
                 { label: "站点上传", value: formatDateTime(r.sourcePublishedAt) },
-                { label: "最近确认", value: `${formatDateTime(r.dataUpdatedAt)}（${ORIGIN_LABEL[r.origin]}）` },
-                { label: "Feed 观察次数", value: r.observedByFeeds },
+                { label: "数据更新于", value: `${formatDateTime(r.dataUpdatedAt)}（${ORIGIN_LABEL[r.origin]}）` },
+                { label: "RSS 出现次数", value: r.observedByFeeds },
                 { label: "站点 ID", value: r.siteReleaseId, mono: true },
                 { label: "infohash", value: r.infohashV1 ?? r.infohashV2, mono: true, wide: true },
               ]}
diff --git a/apps/web/app/components/workbench/release-fields.ts b/apps/web/app/components/workbench/release-fields.ts
index 7ff78b97..6106fea4 100644
--- a/apps/web/app/components/workbench/release-fields.ts
+++ b/apps/web/app/components/workbench/release-fields.ts
@@ -169,7 +169,7 @@ export const ORIGIN_LABEL: Record<WorkbenchRelease["origin"], string> = {
 };
 
 export const SITE_HEALTH: Record<SiteHealth, { label: string; tone: StatusTone }> = {
-  unknown: { label: "健康未知", tone: "neutral" },
+  unknown: { label: "状态未知", tone: "neutral" },
   healthy: { label: "健康", tone: "success" },
   degraded: { label: "降级", tone: "warning" },
   failing: { label: "故障", tone: "destructive" },
@@ -196,6 +196,6 @@ export function accountSummary(accounts: SiteAccount[]): { label: string; tone:
 
 export function circuitLabel(site: Pick<Site, "circuitState" | "circuitOpenUntil">): string | null {
   if (site.circuitState === "closed") return null;
-  if (site.circuitState === "half_open") return "熔断半开（试探中）";
-  return `熔断中${site.circuitOpenUntil ? `,${relTime(site.circuitOpenUntil)}恢复` : ""}`;
+  if (site.circuitState === "half_open") return "熔断中，正在试探恢复";
+  return `熔断中${site.circuitOpenUntil ? `，${relTime(site.circuitOpenUntil)}恢复` : ""}`;
 }
diff --git a/apps/web/app/components/workbench/release-list.tsx b/apps/web/app/components/workbench/release-list.tsx
index d74ee9fc..89b6e512 100644
--- a/apps/web/app/components/workbench/release-list.tsx
+++ b/apps/web/app/components/workbench/release-list.tsx
@@ -71,7 +71,7 @@ export function unresolvedLabel(release: Pick<WorkbenchRelease, "resolutionStatu
       ? "无法识别"
       : release.resolutionStatus === "rejected"
         ? "已排除"
-        : "未识别到本地作品";
+        : "未识别";
 }
 
 /** 库存叠加:只来自本地身份/Slot/任务;未识别的资源明确写"未识别",不猜 */
@@ -92,7 +92,7 @@ export function InventoryOverlay({
         {release.entity.title}
         {release.entity.year ? ` (${release.entity.year})` : ""}
       </span>
-      {loading ? <span className="text-meta text-muted-foreground">库存加载中…</span> : null}
+      {loading ? <span className="text-meta text-muted-foreground">本地版本加载中…</span> : null}
       {!loading && entry && flags.length === 0 ? <StatusBadge>本地无版本</StatusBadge> : null}
       {flags.map((f) =>
         f.title ? (
@@ -135,7 +135,7 @@ export function ReleaseRow({
   const snatched = snatchedOf(r);
   const timeTitle = [
     r.sourcePublishedAt ? `上传 ${absTime(r.sourcePublishedAt)}` : "上传时间未知",
-    `${ORIGIN_LABEL[r.origin]}数据 ${relTime(r.dataUpdatedAt)}确认`,
+    `来源：${ORIGIN_LABEL[r.origin]} · ${relTime(r.dataUpdatedAt)}更新`,
   ].join("\n");
   return (
     <li>
diff --git a/apps/web/app/components/workbench/snapshot-panel.tsx b/apps/web/app/components/workbench/snapshot-panel.tsx
index e15c11a5..f3653f49 100644
--- a/apps/web/app/components/workbench/snapshot-panel.tsx
+++ b/apps/web/app/components/workbench/snapshot-panel.tsx
@@ -11,13 +11,13 @@ import { relTime, SITE_HEALTH } from "./release-fields.ts";
 
 const KIND: Record<SiteSnapshot["kind"], string> = {
   periodic: "定期抓取",
-  backfill: "缺口补漏",
+  backfill: "补抓",
   live_search: "去站点搜",
   manual: "手动抓取",
 };
 const STATUS: Record<SiteSnapshot["status"], { label: string; tone: StatusTone }> = {
   running: { label: "进行中", tone: "neutral" },
-  ok: { label: "完成", tone: "success" },
+  ok: { label: "已完成", tone: "success" },
   partial: { label: "部分完成", tone: "warning" },
   failed: { label: "失败", tone: "destructive" },
 };
@@ -44,7 +44,7 @@ export function SnapshotPanel({ site }: { site: Site }) {
             {!site.enabled ? <StatusBadge tone="warning">站点已停用</StatusBadge> : null}
             {site.snapshotEnabled ? (
               <StatusBadge tone={stale ? "warning" : "success"}>
-                {stale ? "抓取已过期" : "已抓取"} · {relTime(site.lastSnapshotAt)}
+                {stale ? "抓取已过期" : "上次抓取"} · {relTime(site.lastSnapshotAt)}
               </StatusBadge>
             ) : (
               <StatusBadge>未开启定期抓取</StatusBadge>
@@ -89,8 +89,8 @@ export function SnapshotPanel({ site }: { site: Site }) {
                 <span className="text-foreground">{KIND[s.kind]}</span>
                 {s.query ? <span className="min-w-0 truncate text-muted-foreground">“{s.query}”</span> : null}
                 <span className="text-muted-foreground tabular-nums">
-                  {s.pages.length ? `第 ${s.pages.join(",")} 页 · ` : ""}
-                  {s.itemCount} 条（新 {s.newCount}）
+                  {s.pages.length ? `第 ${s.pages.join("、")} 页 · ` : ""}
+                  {s.itemCount} 条，新增 {s.newCount}
                 </span>
                 <span className="ml-auto text-meta text-muted-foreground" title={formatDateTime(s.startedAt)}>
                   {relTime(s.startedAt)}
diff --git a/apps/web/app/routes/console/agent.$runId.tsx b/apps/web/app/routes/console/agent.$runId.tsx
index 14e2c837..a73fedb5 100644
--- a/apps/web/app/routes/console/agent.$runId.tsx
+++ b/apps/web/app/routes/console/agent.$runId.tsx
@@ -52,7 +52,7 @@ export default function AgentRunPage() {
                 variant="ghost"
                 size="icon-sm"
                 aria-label="在侧边打开"
-                title="在侧边打开（回到之前的页面）"
+                title="在侧边打开，回到之前的页面"
                 onClick={() => {
                   showAgentRunInDrawer(runId);
                   navigate(agentReturnPath() ?? "/console");
diff --git a/apps/web/app/routes/console/home.tsx b/apps/web/app/routes/console/home.tsx
index ec0d0e35..4bf2d276 100644
--- a/apps/web/app/routes/console/home.tsx
+++ b/apps/web/app/routes/console/home.tsx
@@ -121,7 +121,7 @@ function StatusLine({ d }: { d: Dashboard }) {
       await update.mutateAsync({ automation: { enabled } });
       toast.success(enabled ? "自动化已恢复" : "自动化已暂停");
     } catch (err) {
-      toast.error(errorMessage(err, "切换失败"));
+      toast.error(errorMessage(err, enabled ? "恢复失败" : "暂停失败"));
       throw err;
     }
   };
@@ -217,11 +217,11 @@ function Busy({ w }: { w: Dashboard["currentWork"] }) {
   ]);
   const empty = !downloads.length && !agents.length && !runs.length;
   return (
-    <Section title="在忙什么" icon={Activity} to="/console/logs?type=task&level=running">
+    <Section title="进行中" icon={Activity} to="/console/logs?type=task&level=running">
       {running.isPending && !downloads.length ? (
         <LoadingState rows={3} />
       ) : empty ? (
-        <EmptyState plain icon={CircleCheck} title="现在没有在跑的任务" className="py-6" />
+        <EmptyState plain icon={CircleCheck} title="没有进行中的任务" className="py-6" />
       ) : (
         <ul className="divide-y divide-border/60">
           {downloads.map((t) => (
@@ -263,11 +263,11 @@ function NeedsMe() {
   const q = useAttention();
   const rows = attentionRows(q.data);
   return (
-    <Section title="要我处理" icon={AlertTriangle}>
+    <Section title="需要你处理" icon={AlertTriangle}>
       {q.isPending ? (
         <LoadingState rows={2} />
       ) : rows.length === 0 ? (
-        <EmptyState plain icon={CircleCheck} title="没有要你处理的事" className="py-6" />
+        <EmptyState plain icon={CircleCheck} title="没有需要你处理的事" className="py-6" />
       ) : (
         <AttentionList rows={rows} />
       )}
@@ -282,7 +282,7 @@ function RecentImports({ d }: { d: Dashboard }) {
   return (
     <Section title="最近整理" icon={LibraryIcon} to={consolePath("organize")}>
       {rows.length === 0 ? (
-        <EmptyState plain icon={LibraryIcon} title="最近没有新整理的作品" className="py-6" />
+        <EmptyState plain icon={LibraryIcon} title="最近没有整理完成的作品" className="py-6" />
       ) : (
         <ul className="divide-y divide-border/60">
           {rows.map((r) => (
@@ -294,7 +294,7 @@ function RecentImports({ d }: { d: Dashboard }) {
                 <span className="block truncate">{r.title ?? r.targetPath?.split("/").pop() ?? "未关联作品"}</span>
                 {r.status === "partial" ? (
                   <span className="block text-meta text-warning">
-                    {r.counts.succeeded}/{r.counts.total} 个文件已整理
+                    已整理 {r.counts.succeeded}/{r.counts.total} 个文件
                   </span>
                 ) : null}
               </Link>
@@ -303,7 +303,7 @@ function RecentImports({ d }: { d: Dashboard }) {
           ))}
         </ul>
       )}
-      {today ? <p className="mt-auto pt-3 text-meta text-muted-foreground">今天整理 {today} 个文件</p> : null}
+      {today ? <p className="mt-auto pt-3 text-meta text-muted-foreground">今天已整理 {today} 个文件</p> : null}
     </Section>
   );
 }