diff --git a/frontend-web/src/open-canvas/components/ai-writing/ResearchSidebar.tsx b/frontend-web/src/open-canvas/components/ai-writing/ResearchSidebar.tsx
index 73627792..f43106b7 100644
--- a/frontend-web/src/open-canvas/components/ai-writing/ResearchSidebar.tsx
+++ b/frontend-web/src/open-canvas/components/ai-writing/ResearchSidebar.tsx
@@ -12,6 +12,7 @@ import {
   Newspaper,
   PanelLeftClose,
   Pencil,
+  Play,
   Plus,
   RefreshCw,
   Search,
@@ -109,12 +110,17 @@ const WRITING_STATUS_PILL: Record<string, { label: string; className: string; sp
   error: { label: "出错", className: "text-rose-500" },
 };
 
+/** 可「继续未完成」的状态：有可恢复的 checkpoint（mid-stage 或停在确认点）。done/error 终态、
+ * background 自有进度弹窗，都不算。 */
+const RESUMABLE_STATUSES = new Set(["in_progress", "draft_ready", "review_ready"]);
+
 /** 单条历史记录项 —— 样式参考多智能体会商的 HistoryDropdown 列表项（圆角卡片 + 状态药丸 + 操作按钮）。 */
 function WritingHistoryItem({
   session,
   isCurrent,
   onSelect,
   onShowProgress,
+  onContinue,
   onDelete,
   onRename,
 }: {
@@ -122,6 +128,8 @@ function WritingHistoryItem({
   isCurrent: boolean;
   onSelect: () => void;
   onShowProgress?: () => void;
+  /** 继续这条未完成的会话（从 checkpoint 续跑当前阶段 / 显示确认卡）。 */
+  onContinue?: () => void;
   onDelete: () => void;
   onRename: (title: string) => void;
 }) {
@@ -129,8 +137,10 @@ function WritingHistoryItem({
   const [value, setValue] = useState(session.title);
   const inputRef = useRef<HTMLInputElement>(null);
   const isBackground = session.status === "background";
-  // 「挂起中」点击看进度（流程图弹窗），其余打开历史回看。
-  const open = isBackground && onShowProgress ? onShowProgress : onSelect;
+  const canContinue = !!onContinue && RESUMABLE_STATUSES.has(session.status);
+  // 行/标题主点击：未完成→继续续跑；挂起中→看进度弹窗；其余（完成/出错）→只读历史回看。
+  const primary = isBackground && onShowProgress ? onShowProgress : (canContinue ? onContinue! : onSelect);
+  const primaryTitle = isBackground ? "查看进度" : canContinue ? "继续未完成" : "打开历史";
   const pill = WRITING_STATUS_PILL[session.status] ?? { label: session.status, className: "text-slate-400" };
 
   useEffect(() => {
@@ -168,9 +178,9 @@ function WritingHistoryItem({
           ) : (
             <button
               type="button"
-              onClick={open}
+              onClick={primary}
               className="block w-full text-left"
-              title={isBackground ? "查看进度" : "打开历史"}
+              title={primaryTitle}
             >
               <span className="line-clamp-2 text-[11.5px] font-semibold leading-snug text-slate-800">
                 {session.title}
@@ -190,10 +200,20 @@ function WritingHistoryItem({
 
         {!renaming && (
           <div className="flex shrink-0 items-center gap-0.5">
+            {canContinue && (
+              <button
+                type="button"
+                onClick={onContinue}
+                title="继续未完成"
+                className="rounded p-1 text-emerald-500 transition hover:bg-emerald-50 hover:text-emerald-600"
+              >
+                <Play className="size-3.5 fill-current" />
+              </button>
+            )}
             <button
               type="button"
-              onClick={open}
-              title={isBackground ? "查看进度" : "打开"}
+              onClick={isBackground && onShowProgress ? onShowProgress : onSelect}
+              title={isBackground ? "查看进度" : "只读查看"}
               className="rounded p-1 text-slate-500 transition hover:bg-slate-100 hover:text-primary"
             >
               <Eye className="size-3.5" />
@@ -238,7 +258,7 @@ export function ResearchSidebar({
 }) {
   const navigate = useNavigate();
   const { templates, refresh } = useResearchTemplates();
-  const { startWriting } = useAIWriting();
+  const { startWriting, continueWriting } = useAIWriting();
   const {
     notebooks,
     isLoading: notebooksLoading,
@@ -266,7 +286,7 @@ export function ResearchSidebar({
     rename: renameSession,
     remove: removeSession,
   } = useAIWritingSessions();
-  const { openHistory, historySession } = useAIWritingHistory();
+  const { openHistory, closeHistory, historySession } = useAIWritingHistory();
 
   // 进入/返回写作配置页时刷新一次历史（本侧栏仅在 idle 态挂载，故等同每次回到表单刷新）。
   useEffect(() => {
@@ -276,6 +296,11 @@ export function ResearchSidebar({
   const handleSelectHistory = (session: AIWritingSessionSummary) => {
     void openHistory(session);
   };
+  // 「继续未完成」：退出只读历史态（若在），把该会话设为活跃并从 checkpoint 续跑。
+  const handleContinue = (session: AIWritingSessionSummary) => {
+    closeHistory();
+    continueWriting(session.id);
+  };
   // 「挂起中」记录：交给右侧面板打开进度流程图弹窗（沿用面板已有的 window 事件解耦模式，
   // 与 ai-writing:open-session 一致），本侧栏不直接持有弹窗状态。
   const handleShowProgress = (session: AIWritingSessionSummary) => {
@@ -592,6 +617,7 @@ export function ResearchSidebar({
                   isCurrent={s.id === (historySession?.id ?? null)}
                   onSelect={() => handleSelectHistory(s)}
                   onShowProgress={() => handleShowProgress(s)}
+                  onContinue={() => handleContinue(s)}
                   onDelete={() => removeSession(s.id)}
                   onRename={(title) => renameSession(s.id, title)}
                 />
diff --git a/frontend-web/src/open-canvas/contexts/AIWritingContext.tsx b/frontend-web/src/open-canvas/contexts/AIWritingContext.tsx
index 464b8138..f53cef07 100644
--- a/frontend-web/src/open-canvas/contexts/AIWritingContext.tsx
+++ b/frontend-web/src/open-canvas/contexts/AIWritingContext.tsx
@@ -26,6 +26,7 @@ import { saveAIWritingTranscript } from '../api/ai-writing-sessions';
 import { countArticleWords } from '../utils/wordCount';
 import {
   INITIAL_STATE,
+  buildRehydrateSnapshot,
   customToProgressEvent,
   interruptToEvent,
   nodeUpdatesToEvents,
@@ -101,6 +102,9 @@ export type AIWritingApi = {
   submitIntervention: (payload: UserInterventionPayload) => Promise<void>;
   pauseWriting: () => void;
   resumeWriting: () => void;
+  /** 继续一条未完成的历史会话：加载其 checkpoint 重建已完成阶段，并从断点续跑当前阶段
+   * （停在确认点则显示确认卡）。多 worker 安全（基于共享 checkpoint，同 4 个确认卡机制）。 */
+  continueWriting: (sessionId: string) => void;
   reset: () => void;
 };
 
@@ -133,12 +137,15 @@ const AIWritingStreamHost = memo(function AIWritingStreamHost({
   sessionIdRef,
   streamRef,
   seenInterruptRef,
+  continueTargetRef,
 }: {
   threadId: string | undefined;
   dispatchRef: RefObject<Dispatch<Action>>;
   sessionIdRef: RefObject<string | null>;
   streamRef: MutableRefObject<AIWritingStreamApi | null>;
   seenInterruptRef: MutableRefObject<string | null>;
+  /** 非空 = 本次要"继续未完成的历史会话"，等 checkpoint values 到位后 rehydrate + 驱动续跑。 */
+  continueTargetRef: MutableRefObject<string | null>;
 }) {
   const eventBatcherRef = useRef<ReturnType<typeof createProgressEventBatcher> | null>(null);
   if (!eventBatcherRef.current) {
@@ -238,6 +245,41 @@ const AIWritingStreamHost = memo(function AIWritingStreamHost({
     if (ev) emitProgressEvent(ev);
   }, [stream.interrupt, emitProgressEvent, seenInterruptRef, sessionIdRef]);
 
+  // ── 继续未完成的历史会话：等该 thread 的 checkpoint values 到位后 rehydrate + 驱动续跑 ──
+  // 仅在显式点「继续」时触发（continueTargetRef 由 continueWriting 置位），非自动重连。
+  // 每个 thread 只做一次：rehydrate 用 checkpoint 全量重建已完成阶段（素材/大纲/草稿/审核/时间线），
+  // 然后——停在确认点(awaiting_*)就显示确认卡等用户决策；停在某活跃阶段中途就发空 command:{}
+  // 让后端从 checkpoint 续跑该阶段（worker 空 command → astream(None)）。
+  const rehydratedForRef = useRef<string | null>(null);
+  useEffect(() => {
+    const target = continueTargetRef.current;
+    if (!target || !threadId || target !== threadId) return;
+    if (rehydratedForRef.current === threadId) return;
+    const values = stream.values as AIWritingValues | undefined;
+    if (!values || !values.status) return; // 等 fetchStateHistory 把 checkpoint 拉到
+    rehydratedForRef.current = threadId;
+    continueTargetRef.current = null;
+    const snapshot = buildRehydrateSnapshot(values, threadId);
+    dispatchRef.current?.({ type: 'rehydrate', snapshot });
+    const status = String(snapshot.status ?? '');
+    if (status.startsWith('awaiting_')) {
+      // 停在确认点：补一条 await_user 设好 currentPause（与下方既有 interrupt effect 二者其一生效，
+      // 对齐 seenInterruptRef 防重复派发）；不自动驱动，等用户在确认卡上操作。
+      const intr = stream.interrupt;
+      if (intr) {
+        const ev = interruptToEvent(intr.value, threadId);
+        if (ev) dispatchRef.current?.({ type: 'handle', event: ev });
+        seenInterruptRef.current = intr.id ?? JSON.stringify(intr.value);
+      }
+    } else {
+      // 停在某活跃阶段中途：从 checkpoint 续跑该阶段。
+      void streamRef.current?.submit(undefined, {
+        command: {},
+        streamMode: [...WRITING_STREAM_MODE],
+      }).catch(() => { /* 流式错误由 onError 反映 */ });
+    }
+  }, [stream.values, stream.interrupt, threadId, continueTargetRef, dispatchRef, seenInterruptRef, streamRef]);
+
   useEffect(() => () => { eventBatcherRef.current?.cancel(); }, []);
 
   return null;
@@ -252,6 +294,8 @@ export function AIWritingProvider({ children }: { children: ReactNode }) {
   sessionIdRef.current = state.sessionId;
   const streamRef = useRef<AIWritingStreamApi | null>(null);
   const seenInterruptRef = useRef<string | null>(null);
+  // 「继续未完成历史」目标：continueWriting 置位，host 在该 thread 的 checkpoint 到位后 rehydrate。
+  const continueTargetRef = useRef<string | null>(null);
 
   // 刷新页面 = 重置：不持久化、不自动重连。provider 重新挂载即回到 idle 初始态
   // （刷新会断开 SSE，后端默认 on_disconnect=cancel 取消该 run，不留孤儿）。
@@ -470,16 +514,30 @@ export function AIWritingProvider({ children }: { children: ReactNode }) {
     })();
   }, [state.request]);
 
+  // 继续一条未完成的历史会话：把该会话设为活跃 sessionId → useStream 加载其 checkpoint →
+  // host 的 rehydrate effect 重建已完成阶段并驱动续跑（停在确认点则显示确认卡）。
+  // 与「刷新=重置」不冲突：这是显式点击触发，不是自动重连。
+  const continueWriting = useCallback((sessionId: string) => {
+    if (!sessionId) return;
+    void streamRef.current?.stop();
+    setArtifact(null);
+    seenInterruptRef.current = null;
+    continueTargetRef.current = sessionId;
+    dispatch({ type: 'reset' });
+    dispatch({ type: 'set_session', sessionId });
+  }, [setArtifact]);
+
   const reset = useCallback(() => {
     void streamRef.current?.stop();
     setArtifact(null);
     seenInterruptRef.current = null;
+    continueTargetRef.current = null;
     dispatch({ type: 'reset' });
   }, [setArtifact]);
 
   const value = useMemo(
-    () => ({ state, startWriting, submitIntervention, pauseWriting, resumeWriting, reset }),
-    [state, startWriting, submitIntervention, pauseWriting, resumeWriting, reset],
+    () => ({ state, startWriting, submitIntervention, pauseWriting, resumeWriting, continueWriting, reset }),
+    [state, startWriting, submitIntervention, pauseWriting, resumeWriting, continueWriting, reset],
   );
 
   return (
@@ -490,6 +548,7 @@ export function AIWritingProvider({ children }: { children: ReactNode }) {
         sessionIdRef={sessionIdRef}
         streamRef={streamRef}
         seenInterruptRef={seenInterruptRef}
+        continueTargetRef={continueTargetRef}
       />
       {children}
     </AIWritingContext.Provider>
diff --git a/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts b/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
index d3b3d188..c12780f8 100644
--- a/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
+++ b/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
@@ -85,6 +85,8 @@ export type Action =
   | { type: 'intervention_submitted'; record: CompletedIntervention; nextStatus: WritingStatus; pendingRevisionContext: AIWritingState['pendingRevisionContext'] }
   | { type: 'pause' }
   | { type: 'resume_ui' }
+  // 「继续未完成的历史记录」：用 graph checkpoint 的 values 快照整体重建状态（见 buildRehydrateSnapshot）。
+  | { type: 'rehydrate'; snapshot: Partial<AIWritingState> }
   // 手动「继续」从检查点重跑当前阶段前，清空该阶段的流式缓冲（避免与重跑的新输出粘连）。
   | { type: 'clear_streaming' }
   | { type: 'reset' }
@@ -134,6 +136,12 @@ export function reducer(prev: AIWritingState, action: Action): AIWritingState {
     case 'resume_ui':
       return { ...prev, isPaused: false };
 
+    case 'rehydrate':
+      // 继续未完成历史：以 INITIAL_STATE 为底叠加 checkpoint 快照（materials/outline/draft/
+      // review/status/progressEvents/sessionId 等）。currentPause 由 stream.interrupt 既有 effect
+      // 或 host 在 rehydrate 时补设。
+      return { ...INITIAL_STATE, ...action.snapshot, isPaused: false };
+
     case 'clear_streaming':
       // 「继续」重跑当前阶段：清掉各阶段流式缓冲，重跑的输出从干净状态累积。
       return {
@@ -575,6 +583,38 @@ export function normalizeProgressDict(parsed: Record<string, unknown>, sessionId
   return out as unknown as ProgressEvent;
 }
 
+/** 继续未完成历史：把 graph checkpoint 的 values 快照重建成前端状态快照（用于 ``rehydrate``）。
+ *
+ * ``status`` 后端与前端共用同一套字面量（state.py WritingStatus ↔ types/ai-writing.ts），可直接
+ * 透传；timeline 由累积的 ``progress_events``（operator.add 全量）重放，素材/大纲/草稿/审核读各自
+ * 快照字段。pause 点（currentPause）由 ``stream.interrupt`` 的既有 effect / host 另行设置。 */
+export function buildRehydrateSnapshot(values: AIWritingValues, sessionId: string): Partial<AIWritingState> {
+  const pkg = (values.material_package && typeof values.material_package === 'object')
+    ? (values.material_package as Record<string, unknown>) : null;
+  const materials = pkg && Array.isArray(pkg.materials)
+    ? (pkg.materials as Record<string, unknown>[]).map(normalizeMaterial) : [];
+  const skillSteps = pkg && Array.isArray(pkg.skill_search_steps ?? pkg.skillSearchSteps)
+    ? ((pkg.skill_search_steps ?? pkg.skillSearchSteps) as Record<string, unknown>[]).map(normalizeSkillStep) : [];
+  const draft = (values.current_draft && typeof values.current_draft === 'object')
+    ? (values.current_draft as Record<string, unknown>) : null;
+  const progressEvents = Array.isArray(values.progress_events)
+    ? (values.progress_events as Record<string, unknown>[]).map((e) => normalizeProgressDict(e, sessionId))
+    : [];
+
+  return {
+    sessionId,
+    status: (values.status as AIWritingState['status']) || 'researching',
+    materials,
+    skillSearchSteps: skillSteps,
+    outline: normalizeOutline(values.current_outline),
+    currentDraftMarkdown: String(draft?.full_markdown ?? draft?.fullMarkdown ?? ''),
+    currentDraftTitle: String(draft?.title ?? ''),
+    revisionCount: Number(draft?.revision_count ?? draft?.revisionCount ?? 0),
+    reviewResult: normalizeReviewResult(values.review_result),
+    progressEvents,
+  };
+}
+
 /** custom 通道事件 → ProgressEvent。事件 ``type`` 字段决定是哪类。 */
 export function customToProgressEvent(raw: unknown, sessionId: string): ProgressEvent | null {
   if (!raw || typeof raw !== 'object') return null;