diff --git a/apps/web/components/ThinkingIndicator.tsx b/apps/web/components/ThinkingIndicator.tsx
new file mode 100644
index 0000000..d778d11
--- /dev/null
+++ b/apps/web/components/ThinkingIndicator.tsx
@@ -0,0 +1,32 @@
+interface ThinkingIndicatorProps {
+  // 状态文案（如「审稿进行中」「验收中」「回炉中」「生成中」）。
+  label: string;
+  className?: string;
+}
+
+// AI 推理中动画提示：三点波动（朱砂/继承色），让长等待「看得见在工作」。
+// motion-safe：尊重 prefers-reduced-motion，减动偏好下三点静止为「…」仍可读（a11y §10）。
+// role=status + aria-live：屏读播报状态变化。
+export function ThinkingIndicator({
+  label,
+  className = "",
+}: ThinkingIndicatorProps) {
+  return (
+    <span
+      className={`inline-flex items-center gap-1.5 ${className}`}
+      role="status"
+      aria-live="polite"
+    >
+      <span className="inline-flex gap-0.5" aria-hidden="true">
+        {[0, 1, 2].map((i) => (
+          <span
+            key={i}
+            className="h-1.5 w-1.5 rounded-full bg-current opacity-70 motion-safe:animate-pulse"
+            style={{ animationDelay: `${i * 200}ms` }}
+          />
+        ))}
+      </span>
+      <span>{label}</span>
+    </span>
+  );
+}
diff --git a/apps/web/components/review/AcceptPanel.tsx b/apps/web/components/review/AcceptPanel.tsx
index d6a75ae..ca361ea 100644
--- a/apps/web/components/review/AcceptPanel.tsx
+++ b/apps/web/components/review/AcceptPanel.tsx
@@ -2,6 +2,7 @@
 
 import type { AcceptResponse } from "@/lib/api/types";
 import { buildAcceptPreview } from "@/lib/review/accept-preview";
+import { ThinkingIndicator } from "@/components/ThinkingIndicator";
 
 interface AcceptPanelProps {
   conflictCount: number;
@@ -101,7 +102,11 @@ export function AcceptPanel({
         aria-disabled={blocked || accepting}
         className="w-full rounded bg-cinnabar px-4 py-2 text-sm text-panel hover:opacity-90 disabled:cursor-not-allowed disabled:opacity-40"
       >
-        {accepting ? "验收中…" : "全部处理完 → 验收本章"}
+        {accepting ? (
+          <ThinkingIndicator label="验收中" className="justify-center" />
+        ) : (
+          "全部处理完 → 验收本章"
+        )}
       </button>
     </div>
   );
diff --git a/apps/web/components/review/ReviewReport.tsx b/apps/web/components/review/ReviewReport.tsx
index 6e6fdf8..fddc1b7 100644
--- a/apps/web/components/review/ReviewReport.tsx
+++ b/apps/web/components/review/ReviewReport.tsx
@@ -30,6 +30,7 @@ import { useReviewStream } from "@/lib/review/useReviewStream";
 import type { ReviewConflict, StyleDriftSegment } from "@/lib/review/sse";
 import { normalizeStyleDrift } from "@/lib/style/style";
 import { useToast } from "@/components/Toast";
+import { ThinkingIndicator } from "@/components/ThinkingIndicator";
 import { AcceptPanel } from "./AcceptPanel";
 import { AnnotatedText } from "./AnnotatedText";
 import { ConflictCard } from "./ConflictCard";
@@ -429,8 +430,8 @@ function SectionStatusLine({
 }: SectionStatusLineProps) {
   if (reviewing) {
     return (
-      <p className="mt-1 text-xs text-info" aria-live="polite">
-        审稿进行中…
+      <p className="mt-1 text-xs text-info">
+        <ThinkingIndicator label="审稿进行中" />
       </p>
     );
   }
diff --git a/apps/web/components/style/RefineView.tsx b/apps/web/components/style/RefineView.tsx
index a226696..4900627 100644
--- a/apps/web/components/style/RefineView.tsx
+++ b/apps/web/components/style/RefineView.tsx
@@ -3,6 +3,8 @@
 import { useRefine } from "@/lib/style/useRefine";
 import { useEffect } from "react";
 
+import { ThinkingIndicator } from "@/components/ThinkingIndicator";
+
 interface RefineViewProps {
   projectId: string;
   chapterNo: number;
@@ -54,8 +56,8 @@ export function RefineView({
       {segment.trim().length === 0 ? (
         <p className="text-overdue">该段在终稿中为空，请先在终稿中保留该段正文。</p>
       ) : refiner.status === "refining" ? (
-        <p className="text-info" aria-live="polite">
-          回炉中…
+        <p className="text-info">
+          <ThinkingIndicator label="回炉中" />
         </p>
       ) : refiner.status === "error" ? (
         <p className="text-conflict">回炉失败，请稍后重试。</p>
diff --git a/apps/web/components/workbench/Workbench.tsx b/apps/web/components/workbench/Workbench.tsx
index f881563..de854ae 100644
--- a/apps/web/components/workbench/Workbench.tsx
+++ b/apps/web/components/workbench/Workbench.tsx
@@ -36,7 +36,7 @@ export function Workbench({ project, initialText = "" }: WorkbenchProps) {
   // 本章指令（T4-b）：自由文本 + 风格预设 → 写本章时组装传入 draft 生成。
   const [directive, setDirective] = useState("");
   const [presetIds, setPresetIds] = useState<string[]>([]);
-  const autosave = useAutosave(project.id, chapterNo);
+  const autosave = useAutosave(project.id, chapterNo, initialText);
   const stream = useDraftStream();
   const lastStreamText = useRef("");
 
diff --git a/apps/web/lib/autosave/useAutosave.ts b/apps/web/lib/autosave/useAutosave.ts
index c58e2da..8410a42 100644
--- a/apps/web/lib/autosave/useAutosave.ts
+++ b/apps/web/lib/autosave/useAutosave.ts
@@ -22,14 +22,24 @@ export interface UseAutosave {
 
 // 防抖自动保存草稿：乐观置 saving → PUT 成功置 saved（落「保存于 hh:mm」）；
 // 失败回滚状态 + toast，不丢正文（已在编辑器里）。
+// `initialSavedText`：进页种入的已存草稿——非空时初始即「已保存」，修「加载已存草稿却显示尚未保存」的误导。
 export function useAutosave(
   projectId: string,
   chapterNo: number,
+  initialSavedText?: string,
 ): UseAutosave {
-  const [status, setStatus] = useState<SaveStatus>("idle");
-  const [savedLabel, setSavedLabel] = useState<string | null>(null);
+  const hasInitialDraft = (initialSavedText ?? "").length > 0;
+  const [status, setStatus] = useState<SaveStatus>(
+    hasInitialDraft ? "saved" : "idle",
+  );
+  const [savedLabel, setSavedLabel] = useState<string | null>(
+    hasInitialDraft ? "已保存" : null,
+  );
   const toast = useToast();
-  const lastSavedRef = useRef<string | null>(null);
+  // 种入已存草稿为基线：用户未改动时不触发冗余保存（save 早退）。
+  const lastSavedRef = useRef<string | null>(
+    hasInitialDraft ? (initialSavedText as string) : null,
+  );
 
   const save = useCallback(
     async (text: string): Promise<void> => {