diff --git a/backend/app/api/voice_sessions.py b/backend/app/api/voice_sessions.py
index 561c359..ae29839 100644
--- a/backend/app/api/voice_sessions.py
+++ b/backend/app/api/voice_sessions.py
@@ -1,5 +1,7 @@
 """Voice co-creation session APIs."""
 
+from typing import Literal
+
 from fastapi import (
     APIRouter,
     Depends,
@@ -82,6 +84,10 @@ async def list_voice_sessions(
         le=settings.voice_session_max_list_limit,
     ),
     active_only: bool = Query(default=False),
+    needs_attention: bool = Query(default=False),
+    attention_reason: (
+        Literal["pending_confirmation", "safety_intervention", "failed_turn"] | None
+    ) = Query(default=None),
     active_first: bool = Query(default=True),
     user: User = Depends(require_user),
     db: AsyncSession = Depends(get_db),
@@ -92,6 +98,8 @@ async def list_voice_sessions(
         db,
         limit=limit,
         active_only=active_only,
+        needs_attention=needs_attention,
+        attention_reason=attention_reason,
         active_first=active_first,
     )
 
diff --git a/backend/app/schemas/voice_session_schemas.py b/backend/app/schemas/voice_session_schemas.py
index 28f0ba5..110a657 100644
--- a/backend/app/schemas/voice_session_schemas.py
+++ b/backend/app/schemas/voice_session_schemas.py
@@ -121,6 +121,7 @@ class VoiceSessionSummaryResponse(BaseModel):
     latest_safety_message: str | None = None
     latest_assistant_audio_ready: bool = False
     last_turn_status: str | None = None
+    attention_reasons: list[str] = Field(default_factory=list)
     transcription_mode_hint: str | None = None
     can_continue: bool = False
     can_finalize: bool = False
@@ -149,6 +150,10 @@ class VoiceSessionAnalyticsResponse(BaseModel):
 
     window_days: int | None = None
     total_sessions: int = 0
+    attention_sessions: int = 0
+    confirmation_attention_sessions: int = 0
+    safety_attention_sessions: int = 0
+    failed_attention_sessions: int = 0
     active_sessions: int = 0
     finalized_sessions: int = 0
     abandoned_sessions: int = 0
diff --git a/backend/app/services/voice_session_service.py b/backend/app/services/voice_session_service.py
index 2b879d4..b047387 100644
--- a/backend/app/services/voice_session_service.py
+++ b/backend/app/services/voice_session_service.py
@@ -388,6 +388,12 @@ def _session_to_summary(
             story_patch=latest_turn.story_patch or {},
         )
         latest_safety_state = _resolve_turn_safety_state(latest_turn.story_patch or {})
+    attention_reasons = _build_session_attention_reasons(
+        latest_requires_confirmation=latest_confirmation_state["requires_confirmation"],
+        latest_safety_flags=latest_safety_state["safety_flags"],
+        last_turn_status=latest_turn.status if latest_turn else None,
+        last_error=session.last_error,
+    )
 
     return VoiceSessionSummaryResponse(
         id=session.id,
@@ -413,12 +419,55 @@ def _session_to_summary(
             session_audio_exists(latest_turn.assistant_audio_path) if latest_turn else False
         ),
         last_turn_status=latest_turn.status if latest_turn else None,
+        attention_reasons=attention_reasons,
         transcription_mode_hint=settings.voice_transcription_mode,
         can_continue=_session_can_continue(session),
         can_finalize=_can_finalize_with_latest_turn(session, latest_turn),
         last_error=session.last_error,
         created_at=session.created_at,
         updated_at=session.updated_at,
+)
+
+
+def _build_session_attention_reasons(
+    *,
+    latest_requires_confirmation: bool,
+    latest_safety_flags: list[str] | None,
+    last_turn_status: str | None,
+    last_error: str | None,
+) -> list[str]:
+    reasons: list[str] = []
+    if latest_requires_confirmation:
+        reasons.append("pending_confirmation")
+    if latest_safety_flags:
+        reasons.append("safety_intervention")
+    if last_turn_status == "failed" or last_error:
+        reasons.append("failed_turn")
+    return reasons
+
+
+def _session_summary_needs_attention(summary: VoiceSessionSummaryResponse) -> bool:
+    return bool(summary.attention_reasons)
+
+
+def _session_summary_matches_attention_reason(
+    summary: VoiceSessionSummaryResponse,
+    attention_reason: str | None,
+) -> bool:
+    if attention_reason is None:
+        return True
+    return attention_reason in summary.attention_reasons
+
+
+async def _build_session_summary(
+    db: AsyncSession,
+    session: VoiceSession,
+) -> VoiceSessionSummaryResponse:
+    latest_turn = await _get_latest_turn(db, session_id=session.id)
+    return _session_to_summary(
+        session,
+        latest_turn=latest_turn,
+        total_turns=session.current_turn_index,
     )
 
 
@@ -1082,6 +1131,8 @@ async def list_voice_sessions_service(
     *,
     limit: int | None = None,
     active_only: bool = False,
+    needs_attention: bool = False,
+    attention_reason: str | None = None,
     active_first: bool = False,
 ) -> list[VoiceSessionSummaryResponse]:
     resolved_limit = limit or settings.voice_session_default_list_limit
@@ -1102,19 +1153,20 @@ async def list_voice_sessions_service(
         )
     else:
         query = query.order_by(desc(VoiceSession.updated_at), desc(VoiceSession.created_at))
-    query = query.limit(resolved_limit)
+    if not needs_attention and attention_reason is None:
+        query = query.limit(resolved_limit)
 
     sessions = (await db.execute(query)).scalars().all()
     summaries: list[VoiceSessionSummaryResponse] = []
     for session in sessions:
-        latest_turn = await _get_latest_turn(db, session_id=session.id)
-        summaries.append(
-            _session_to_summary(
-                session,
-                latest_turn=latest_turn,
-                total_turns=session.current_turn_index,
-            )
-        )
+        summary = await _build_session_summary(db, session)
+        if needs_attention and not _session_summary_needs_attention(summary):
+            continue
+        if not _session_summary_matches_attention_reason(summary, attention_reason):
+            continue
+        summaries.append(summary)
+        if (needs_attention or attention_reason is not None) and len(summaries) >= resolved_limit:
+            break
     return summaries
 
 
@@ -1134,12 +1186,7 @@ async def get_latest_active_voice_session_service(
     session = (await db.execute(query)).scalar_one_or_none()
     if session is None:
         return None
-    latest_turn = await _get_latest_turn(db, session_id=session.id)
-    return _session_to_summary(
-        session,
-        latest_turn=latest_turn,
-        total_turns=session.current_turn_index,
-    )
+    return await _build_session_summary(db, session)
 
 
 async def get_voice_session_analytics_service(
@@ -1172,8 +1219,25 @@ async def get_voice_session_analytics_service(
     sessions = (await db.execute(session_query)).scalars().all()
     turns = (await db.execute(turn_query)).scalars().all()
     events = (await db.execute(event_query)).scalars().all()
+    session_summaries = [await _build_session_summary(db, session) for session in sessions]
 
     total_sessions = len(sessions)
+    attention_sessions = sum(
+        1 for summary in session_summaries if _session_summary_needs_attention(summary)
+    )
+    confirmation_attention_sessions = sum(
+        1
+        for summary in session_summaries
+        if "pending_confirmation" in summary.attention_reasons
+    )
+    safety_attention_sessions = sum(
+        1
+        for summary in session_summaries
+        if "safety_intervention" in summary.attention_reasons
+    )
+    failed_attention_sessions = sum(
+        1 for summary in session_summaries if "failed_turn" in summary.attention_reasons
+    )
     active_sessions = sum(
         1 for session in sessions if session.status in CONTINUABLE_SESSION_STATUSES
     )
@@ -1205,6 +1269,10 @@ async def get_voice_session_analytics_service(
     return VoiceSessionAnalyticsResponse(
         window_days=days,
         total_sessions=total_sessions,
+        attention_sessions=attention_sessions,
+        confirmation_attention_sessions=confirmation_attention_sessions,
+        safety_attention_sessions=safety_attention_sessions,
+        failed_attention_sessions=failed_attention_sessions,
         active_sessions=active_sessions,
         finalized_sessions=finalized_sessions,
         abandoned_sessions=abandoned_sessions,
diff --git a/backend/tests/test_voice_sessions.py b/backend/tests/test_voice_sessions.py
index 19f0e75..e752850 100644
--- a/backend/tests/test_voice_sessions.py
+++ b/backend/tests/test_voice_sessions.py
@@ -681,6 +681,149 @@ async def test_voice_session_analytics_summarize_failures_and_confirmations(
             app.dependency_overrides.clear()
 
 
+async def test_voice_session_attention_filter_and_analytics_count(
+    db_session,
+    auth_token,
+):
+    async def override_get_db():
+        yield db_session
+
+    app.dependency_overrides[get_db] = override_get_db
+
+    with (
+        patch(
+            "app.services.voice_session_service.generate_story_content",
+            new_callable=AsyncMock,
+        ) as mock_generate,
+        patch(
+            "app.services.voice_session_service.text_to_speech",
+            new_callable=AsyncMock,
+        ) as mock_tts,
+        patch(
+            "app.services.voice_session_service.transcribe_voice_audio",
+            new_callable=AsyncMock,
+        ) as mock_transcribe,
+    ):
+        mock_generate.side_effect = [
+            StoryOutput(
+                mode="generated",
+                title="正常故事",
+                story_text="第一段温暖故事。",
+                cover_prompt_suggestion="normal cover",
+            ),
+            RuntimeError("provider down"),
+        ]
+        mock_tts.side_effect = [
+            b"normal-audio",
+            b"confirmation-audio",
+            b"safety-audio",
+        ]
+        mock_transcribe.return_value = VoiceTranscriptionResult(
+            transcript_text="我想听一个会发光的小恐龙故事",
+            confidence=0.41,
+            provider="openai",
+        )
+
+        transport = ASGITransport(app=app)
+        try:
+            async with AsyncClient(transport=transport, base_url="http://test") as client:
+                client.cookies.set("access_token", auth_token)
+
+                response = await client.post("/api/voice-sessions", json={})
+                normal_session_id = response.json()["id"]
+                response = await client.post(
+                    f"/api/voice-sessions/{normal_session_id}/turns/fallback",
+                    json={"transcript_text": "先讲一个温暖的普通故事"},
+                )
+                assert response.status_code == 202
+
+                response = await client.post("/api/voice-sessions", json={})
+                failed_session_id = response.json()["id"]
+                response = await client.post(
+                    f"/api/voice-sessions/{failed_session_id}/turns/fallback",
+                    json={"transcript_text": "这轮会触发 provider 异常"},
+                )
+                assert response.status_code == 202
+
+                response = await client.post("/api/voice-sessions", json={})
+                confirmation_session_id = response.json()["id"]
+                response = await client.post(
+                    f"/api/voice-sessions/{confirmation_session_id}/turns",
+                    files={
+                        "audio_file": ("turn.webm", b"fake-webm-audio", "audio/webm"),
+                    },
+                )
+                assert response.status_code == 202
+
+                response = await client.post("/api/voice-sessions", json={})
+                safety_session_id = response.json()["id"]
+                response = await client.post(
+                    f"/api/voice-sessions/{safety_session_id}/turns/fallback",
+                    json={"transcript_text": "我想听一个拿着炸弹互相打的故事"},
+                )
+                assert response.status_code == 202
+
+                response = await client.get(
+                    "/api/voice-sessions?needs_attention=true&limit=8"
+                )
+                assert response.status_code == 200
+                attention_sessions = response.json()
+                attention_session_ids = {item["id"] for item in attention_sessions}
+                assert attention_session_ids == {
+                    failed_session_id,
+                    confirmation_session_id,
+                    safety_session_id,
+                }
+                assert normal_session_id not in attention_session_ids
+                attention_reason_sets = {
+                    item["id"]: set(item["attention_reasons"]) for item in attention_sessions
+                }
+                assert attention_reason_sets[confirmation_session_id] == {
+                    "pending_confirmation"
+                }
+                assert attention_reason_sets[safety_session_id] == {
+                    "safety_intervention"
+                }
+                assert attention_reason_sets[failed_session_id] == {"failed_turn"}
+
+                response = await client.get(
+                    "/api/voice-sessions?needs_attention=true&attention_reason=pending_confirmation"
+                )
+                assert response.status_code == 200
+                confirmation_sessions = response.json()
+                assert [item["id"] for item in confirmation_sessions] == [
+                    confirmation_session_id
+                ]
+
+                response = await client.get(
+                    "/api/voice-sessions?needs_attention=true&attention_reason=safety_intervention"
+                )
+                assert response.status_code == 200
+                safety_sessions = response.json()
+                assert [item["id"] for item in safety_sessions] == [safety_session_id]
+
+                response = await client.get(
+                    "/api/voice-sessions?needs_attention=true&attention_reason=failed_turn"
+                )
+                assert response.status_code == 200
+                failed_sessions = response.json()
+                assert [item["id"] for item in failed_sessions] == [failed_session_id]
+
+                response = await client.get("/api/voice-sessions/analytics?days=30")
+                assert response.status_code == 200
+                analytics = response.json()
+                assert analytics["total_sessions"] == 4
+                assert analytics["attention_sessions"] == 3
+                assert analytics["confirmation_attention_sessions"] == 1
+                assert analytics["safety_attention_sessions"] == 1
+                assert analytics["failed_attention_sessions"] == 1
+                assert analytics["failed_turns"] >= 1
+                assert analytics["low_confidence_turns"] >= 1
+                assert analytics["safety_interventions"] >= 1
+        finally:
+            app.dependency_overrides.clear()
+
+
 async def test_voice_session_list_orders_recent_sessions_first(
     db_session,
     auth_token,
diff --git a/frontend/src/types/voiceSession.ts b/frontend/src/types/voiceSession.ts
index 860911c..2288116 100644
--- a/frontend/src/types/voiceSession.ts
+++ b/frontend/src/types/voiceSession.ts
@@ -59,6 +59,7 @@ export interface VoiceSessionSummary {
   latest_safety_message: string | null
   latest_assistant_audio_ready: boolean
   last_turn_status: string | null
+  attention_reasons: string[]
   transcription_mode_hint: string | null
   can_continue: boolean
   can_finalize: boolean
@@ -81,6 +82,10 @@ export interface VoiceTurnAcceptedResponse {
 export interface VoiceSessionAnalytics {
   window_days: number | null
   total_sessions: number
+  attention_sessions: number
+  confirmation_attention_sessions: number
+  safety_attention_sessions: number
+  failed_attention_sessions: number
   active_sessions: number
   finalized_sessions: number
   abandoned_sessions: number
diff --git a/frontend/src/views/MyStories.vue b/frontend/src/views/MyStories.vue
index 58ac96f..d2366bc 100644
--- a/frontend/src/views/MyStories.vue
+++ b/frontend/src/views/MyStories.vue
@@ -37,6 +37,9 @@ interface StoryItem {
   last_error: string | null
 }
 
+type VoiceAttentionReason = 'pending_confirmation' | 'safety_intervention' | 'failed_turn'
+type VoiceStudioFocusTarget = 'confirmation' | 'safety' | 'failed' | 'text'
+
 const router = useRouter()
 const stories = ref<StoryItem[]>([])
 const providerAnalytics = ref<GenerationProviderAnalytics | null>(null)
@@ -47,6 +50,7 @@ const loading = ref(true)
 const error = ref('')
 const showCreateModal = ref(false)
 const selectedWindow = ref<'7' | '30' | 'all'>('30')
+const selectedVoiceWindow = ref<'7' | '30' | 'all'>('30')
 const selectedCapability = ref<'all' | 'text' | 'image' | 'tts' | 'storybook'>('all')
 
 const readableCount = computed(() =>
@@ -72,6 +76,9 @@ const voiceFinalizeRate = computed(() => {
   if (!voiceAnalytics.value) return null
   return Math.round(voiceAnalytics.value.finalize_conversion_rate * 100)
 })
+const voiceAnalyticsWindowLabel = computed(() =>
+  formatWindowLabel(voiceAnalytics.value?.window_days ?? null),
+)
 
 function buildProviderAnalyticsPath() {
   const params = new URLSearchParams()
@@ -85,6 +92,13 @@ function buildProviderAnalyticsPath() {
   return `/api/generations/provider-analytics${query ? `?${query}` : ''}`
 }
 
+function buildVoiceAnalyticsPath() {
+  if (selectedVoiceWindow.value === 'all') {
+    return '/api/voice-sessions/analytics'
+  }
+  return `/api/voice-sessions/analytics?days=${selectedVoiceWindow.value}`
+}
+
 async function fetchStories() {
   try {
     const [storyList, analytics, ops, activeSession, voiceOverview] = await Promise.all([
@@ -92,7 +106,7 @@ async function fetchStories() {
       api.get<GenerationProviderAnalytics>(buildProviderAnalyticsPath()),
       api.get<GenerationOpsSummary>('/api/generations/ops-summary'),
       api.get<VoiceSessionSummary | null>('/api/voice-sessions/active').catch(() => null),
-      api.get<VoiceSessionAnalytics>('/api/voice-sessions/analytics?days=30').catch(() => null),
+      api.get<VoiceSessionAnalytics>(buildVoiceAnalyticsPath()).catch(() => null),
     ])
     stories.value = storyList
     providerAnalytics.value = analytics
@@ -123,12 +137,66 @@ function formatDate(dateStr: string) {
   })
 }
 
+function formatWindowLabel(windowDays: number | null | undefined) {
+  if (typeof windowDays === 'number') {
+    return `最近 ${windowDays} 天`
+  }
+  return '全部历史'
+}
+
 function goToCreate() {
   showCreateModal.value = true
 }
 
-function goToVoiceStudio() {
-  router.push('/voice-studio')
+function goToVoiceStudio(options?: {
+  reason?: VoiceAttentionReason
+  sessionId?: string
+  focus?: VoiceStudioFocusTarget
+}) {
+  const query: Record<string, string> = {}
+  if (options?.reason) {
+    query.filter = 'attention'
+    query.reason = options.reason
+  }
+  if (options?.sessionId) {
+    query.session = options.sessionId
+  }
+  if (options?.focus) {
+    query.focus = options.focus
+  }
+  router.push({ path: '/voice-studio', query })
+}
+
+function continueActiveVoiceSession() {
+  if (!activeVoiceSession.value) {
+    goToVoiceStudio()
+    return
+  }
+  if (activeVoiceSession.value.latest_requires_confirmation) {
+    goToVoiceStudio({
+      reason: 'pending_confirmation',
+      sessionId: activeVoiceSession.value.id,
+      focus: 'confirmation',
+    })
+    return
+  }
+  if (activeVoiceSession.value.latest_safety_message) {
+    goToVoiceStudio({
+      reason: 'safety_intervention',
+      sessionId: activeVoiceSession.value.id,
+      focus: 'safety',
+    })
+    return
+  }
+  if (activeVoiceSession.value.attention_reasons.includes('failed_turn')) {
+    goToVoiceStudio({
+      reason: 'failed_turn',
+      sessionId: activeVoiceSession.value.id,
+      focus: 'failed',
+    })
+    return
+  }
+  goToVoiceStudio({ sessionId: activeVoiceSession.value.id })
 }
 
 function getStoryLink(story: StoryItem) {
@@ -160,6 +228,10 @@ function setWindow(value: '7' | '30' | 'all') {
   selectedWindow.value = value
 }
 
+function setVoiceWindow(value: '7' | '30' | 'all') {
+  selectedVoiceWindow.value = value
+}
+
 function setCapability(value: 'all' | 'text' | 'image' | 'tts' | 'storybook') {
   selectedCapability.value = value
 }
@@ -173,7 +245,7 @@ onMounted(() => {
   }
 })
 
-watch([selectedWindow, selectedCapability], () => {
+watch([selectedWindow, selectedCapability, selectedVoiceWindow], () => {
   void fetchStories()
 })
 </script>
@@ -245,7 +317,7 @@ watch([selectedWindow, selectedCapability], () => {
               最近一轮触发了儿童内容安全兜底，建议回到工作台查看详细记录。
             </p>
           </div>
-          <BaseButton @click="goToVoiceStudio">
+          <BaseButton @click="continueActiveVoiceSession">
             <SparklesIcon class="h-5 w-5 mr-2" />
             继续语音共创
           </BaseButton>
@@ -261,7 +333,7 @@ watch([selectedWindow, selectedCapability], () => {
           <div>
             <h2 class="text-xl font-bold text-gray-800">语音共创运营摘要</h2>
             <p class="mt-2 text-sm leading-6 text-gray-600">
-              最近 {{ voiceAnalytics.window_days ?? 30 }} 天，你的语音共创已经累计
+              {{ voiceAnalyticsWindowLabel }}，你的语音共创已经累计
               {{ voiceAnalytics.total_sessions }} 个会话、{{ voiceAnalytics.total_turns }} 个 turn。
             </p>
             <p
@@ -271,6 +343,49 @@ watch([selectedWindow, selectedCapability], () => {
               低置信度确认 {{ voiceAnalytics.low_confidence_turns }} 次，
               安全介入 {{ voiceAnalytics.safety_interventions }} 次。
             </p>
+            <p
+              v-if="voiceAnalytics.attention_sessions"
+              class="mt-2 text-sm text-amber-700"
+            >
+              当前仍有 {{ voiceAnalytics.attention_sessions }} 个语音会话建议优先回到工作台处理：
+              待确认 {{ voiceAnalytics.confirmation_attention_sessions }} 个，
+              安全介入 {{ voiceAnalytics.safety_attention_sessions }} 个，
+              失败待处理 {{ voiceAnalytics.failed_attention_sessions }} 个。
+            </p>
+            <div
+              v-if="voiceAnalytics.attention_sessions"
+              class="mt-3 flex flex-wrap gap-2"
+            >
+              <button
+                v-if="voiceAnalytics.confirmation_attention_sessions"
+                type="button"
+                class="rounded-lg border border-amber-200 bg-amber-50 px-3 py-1.5 text-sm text-amber-700 transition-colors hover:border-amber-400"
+                @click="goToVoiceStudio({ reason: 'pending_confirmation', focus: 'confirmation' })"
+              >
+                查看待确认会话
+              </button>
+              <button
+                v-if="voiceAnalytics.safety_attention_sessions"
+                type="button"
+                class="rounded-lg border border-rose-200 bg-rose-50 px-3 py-1.5 text-sm text-rose-700 transition-colors hover:border-rose-400"
+                @click="goToVoiceStudio({ reason: 'safety_intervention', focus: 'safety' })"
+              >
+                查看安全介入会话
+              </button>
+              <button
+                v-if="voiceAnalytics.failed_attention_sessions"
+                type="button"
+                class="rounded-lg border border-slate-200 bg-slate-100 px-3 py-1.5 text-sm text-slate-700 transition-colors hover:border-slate-400"
+                @click="goToVoiceStudio({ reason: 'failed_turn', focus: 'failed' })"
+              >
+                查看失败待处理会话
+              </button>
+            </div>
+            <div class="mt-4 flex flex-wrap gap-2">
+              <button type="button" class="rounded-lg border px-3 py-1.5 text-sm transition-colors" :class="selectedVoiceWindow === '7' ? 'border-violet-700 bg-violet-700 text-white' : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'" @click="setVoiceWindow('7')">最近 7 天</button>
+              <button type="button" class="rounded-lg border px-3 py-1.5 text-sm transition-colors" :class="selectedVoiceWindow === '30' ? 'border-violet-700 bg-violet-700 text-white' : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'" @click="setVoiceWindow('30')">最近 30 天</button>
+              <button type="button" class="rounded-lg border px-3 py-1.5 text-sm transition-colors" :class="selectedVoiceWindow === 'all' ? 'border-violet-700 bg-violet-700 text-white' : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'" @click="setVoiceWindow('all')">全部</button>
+            </div>
           </div>
           <div class="grid grid-cols-2 gap-3 sm:grid-cols-4 lg:min-w-[520px]">
             <div class="rounded-lg border border-white/80 bg-white px-3 py-3">
diff --git a/frontend/src/views/VoiceStudio.vue b/frontend/src/views/VoiceStudio.vue
index 56972f2..c487ffa 100644
--- a/frontend/src/views/VoiceStudio.vue
+++ b/frontend/src/views/VoiceStudio.vue
@@ -1,6 +1,6 @@
 <script setup lang="ts">
-import { computed, onBeforeUnmount, onMounted, ref, watch } from 'vue'
-import { useRouter } from 'vue-router'
+import { computed, nextTick, onBeforeUnmount, onMounted, ref, watch } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
 import { api } from '../api/client'
 import { useUserStore } from '../stores/user'
 import type {
@@ -40,7 +40,12 @@ interface StoryUniverse {
   name: string
 }
 
+type SessionFilter = 'active' | 'attention' | 'recent'
+type AttentionReasonFilter = 'all' | 'pending_confirmation' | 'safety_intervention' | 'failed_turn'
+type VoiceStudioFocusTarget = 'confirmation' | 'safety' | 'failed' | 'text'
+
 const router = useRouter()
+const route = useRoute()
 const userStore = useUserStore()
 
 const sessions = ref<VoiceSessionSummary[]>([])
@@ -50,7 +55,9 @@ const profiles = ref<ChildProfile[]>([])
 const universes = ref<StoryUniverse[]>([])
 const selectedProfileId = ref('')
 const selectedUniverseId = ref('')
-const sessionFilter = ref<'active' | 'recent'>('active')
+const sessionFilter = ref<SessionFilter>('active')
+const attentionReasonFilter = ref<AttentionReasonFilter>('all')
+const analyticsWindow = ref<'7' | '30' | 'all'>('30')
 const textTurnInput = ref('')
 const uploadTranscriptHint = ref('')
 const loadingSessions = ref(false)
@@ -72,6 +79,7 @@ let recordingChunks: Blob[] = []
 let recordingTimer: number | null = null
 let recordingStartedAt = 0
 let sessionPollTimer: number | null = null
+let autoAdvanceNoticeTimer: number | null = null
 
 const recordedBlob = ref<Blob | null>(null)
 const recordedAudioUrl = ref<string | null>(null)
@@ -82,9 +90,41 @@ const profileOptions = computed(() =>
 const universeOptions = computed(() =>
   universes.value.map((universe) => ({ value: universe.id, label: universe.name })),
 )
+const filteredSessions = computed(() => {
+  switch (sessionFilter.value) {
+    case 'active':
+      return sessions.value.filter((session) => session.can_continue)
+    case 'attention':
+      return sessions.value.filter(
+        (session) =>
+          sessionNeedsAttention(session)
+          && (
+            attentionReasonFilter.value === 'all'
+            || session.attention_reasons.includes(attentionReasonFilter.value)
+          ),
+      )
+    default:
+      return sessions.value
+  }
+})
 
 const activeTurnList = computed(() => activeSession.value?.recent_turns ?? [])
 const hasPendingConfirmation = computed(() => activeSession.value?.latest_requires_confirmation ?? false)
+const latestPendingConfirmationTurn = computed(
+  () => [...activeTurnList.value].reverse().find((turn) => turn.requires_confirmation) ?? null,
+)
+const hasFailedAttention = computed(
+  () => activeSession.value?.attention_reasons.includes('failed_turn') ?? false,
+)
+const latestFailedTurn = computed(
+  () => [...activeTurnList.value].reverse().find((turn) => turn.status === 'failed') ?? null,
+)
+const latestSafetyTurn = computed(
+  () => [...activeTurnList.value].reverse().find((turn) => Boolean(turn.safety_message)) ?? null,
+)
+const requestedSessionId = computed(() =>
+  typeof route.query.session === 'string' ? route.query.session : null,
+)
 const finalStorySummary = computed(() => {
   const value = activeSession.value?.story_state?.final_summary
   return typeof value === 'string' ? value : null
@@ -99,6 +139,9 @@ const finalizeConversionRateLabel = computed(() => {
   if (!voiceAnalytics.value) return '0%'
   return `${Math.round(voiceAnalytics.value.finalize_conversion_rate * 100)}%`
 })
+const analyticsWindowLabel = computed(() =>
+  formatAnalyticsWindowLabel(voiceAnalytics.value?.window_days ?? null),
+)
 const transcriptionModeDescription = computed(() => {
   switch (activeSession.value?.transcription_mode_hint) {
     case 'openai':
@@ -115,6 +158,14 @@ const isSessionProcessing = computed(
     || activeSession.value?.last_turn_status === 'received'
     || activeSession.value?.last_turn_status === 'transcribing',
 )
+const pendingFocusTarget = ref<VoiceStudioFocusTarget | null>(null)
+const suppressRouteReload = ref(false)
+const suppressAutoAdvanceNotice = ref(false)
+const autoAdvanceNotice = ref<{
+  fromTitle: string
+  toTitle: string
+  reasonLabel: string
+} | null>(null)
 
 function formatSessionStatus(status: string) {
   switch (status) {
@@ -187,6 +238,161 @@ function formatConfidence(value: number | null | undefined) {
   return `${Math.round(value * 100)}%`
 }
 
+function formatAnalyticsWindowLabel(windowDays: number | null | undefined) {
+  if (typeof windowDays === 'number') {
+    return `最近 ${windowDays} 天`
+  }
+  return '全部历史'
+}
+
+function sessionNeedsAttention(session: VoiceSessionSummary) {
+  return session.attention_reasons.length > 0
+}
+
+function formatAttentionReason(reason: string) {
+  switch (reason) {
+    case 'pending_confirmation':
+      return {
+        label: '待确认',
+        className: 'bg-amber-100 text-amber-700',
+      }
+    case 'safety_intervention':
+      return {
+        label: '安全介入',
+        className: 'bg-rose-100 text-rose-700',
+      }
+    case 'failed_turn':
+      return {
+        label: '失败待处理',
+        className: 'bg-slate-100 text-slate-700',
+      }
+    default:
+      return {
+        label: reason,
+        className: 'bg-gray-100 text-gray-700',
+      }
+  }
+}
+
+function parseSessionFilter(value: unknown): SessionFilter | null {
+  if (value === 'active' || value === 'attention' || value === 'recent') {
+    return value
+  }
+  return null
+}
+
+function parseAttentionReasonFilter(value: unknown): AttentionReasonFilter | null {
+  if (
+    value === 'all'
+    || value === 'pending_confirmation'
+    || value === 'safety_intervention'
+    || value === 'failed_turn'
+  ) {
+    return value
+  }
+  return null
+}
+
+function parseFocusTarget(value: unknown): VoiceStudioFocusTarget | null {
+  if (value === 'confirmation' || value === 'safety' || value === 'failed' || value === 'text') {
+    return value
+  }
+  return null
+}
+
+function applyRouteState() {
+  suppressAutoAdvanceNotice.value = true
+  sessionFilter.value = parseSessionFilter(route.query.filter) ?? 'active'
+  attentionReasonFilter.value = parseAttentionReasonFilter(route.query.reason) ?? 'all'
+  pendingFocusTarget.value = parseFocusTarget(route.query.focus)
+}
+
+function buildVoiceStudioRouteQuery(options?: {
+  sessionId?: string | null
+  focus?: VoiceStudioFocusTarget | null
+}) {
+  const query: Record<string, string> = {}
+  if (sessionFilter.value !== 'active') {
+    query.filter = sessionFilter.value
+  }
+  if (sessionFilter.value === 'attention' && attentionReasonFilter.value !== 'all') {
+    query.reason = attentionReasonFilter.value
+  }
+  if (options?.sessionId) {
+    query.session = options.sessionId
+  }
+  if (options?.focus) {
+    query.focus = options.focus
+  }
+  return query
+}
+
+function routeQueryMatches(nextQuery: Record<string, string>) {
+  const currentEntries = Object.entries(route.query).filter(([, value]) => typeof value === 'string')
+  if (currentEntries.length !== Object.keys(nextQuery).length) {
+    return false
+  }
+  return currentEntries.every(([key, value]) => nextQuery[key] === value)
+}
+
+async function syncVoiceStudioRouteState(options?: {
+  sessionId?: string | null
+  focus?: VoiceStudioFocusTarget | null
+}) {
+  const nextQuery = buildVoiceStudioRouteQuery(options)
+  if (routeQueryMatches(nextQuery)) {
+    return
+  }
+  suppressRouteReload.value = true
+  await router.replace({ path: '/voice-studio', query: nextQuery })
+}
+
+function buildVoiceAnalyticsPath() {
+  if (analyticsWindow.value === 'all') {
+    return '/api/voice-sessions/analytics'
+  }
+  return `/api/voice-sessions/analytics?days=${analyticsWindow.value}`
+}
+
+function buildVoiceSessionListPath() {
+  const params = new URLSearchParams({
+    limit: '12',
+    active_first: 'true',
+  })
+  if (sessionFilter.value === 'active') {
+    params.set('active_only', 'true')
+  }
+  if (sessionFilter.value === 'attention') {
+    params.set('needs_attention', 'true')
+    if (attentionReasonFilter.value !== 'all') {
+      params.set('attention_reason', attentionReasonFilter.value)
+    }
+  }
+  return `/api/voice-sessions?${params.toString()}`
+}
+
+function formatAttentionReasonTitle(reason: 'all' | 'pending_confirmation' | 'safety_intervention' | 'failed_turn') {
+  switch (reason) {
+    case 'pending_confirmation':
+      return '待确认'
+    case 'safety_intervention':
+      return '安全介入'
+    case 'failed_turn':
+      return '失败待处理'
+    default:
+      return '全部需关注'
+  }
+}
+
+function formatAttentionEmptyDescription(
+  reason: 'all' | 'pending_confirmation' | 'safety_intervention' | 'failed_turn',
+) {
+  if (reason === 'all') {
+    return '当前没有待确认、安全介入或失败待处理的会话。'
+  }
+  return `当前筛选下没有“${formatAttentionReasonTitle(reason)}”相关会话。`
+}
+
 function revokeRecordedAudioUrl() {
   if (recordedAudioUrl.value) {
     URL.revokeObjectURL(recordedAudioUrl.value)
@@ -200,6 +406,30 @@ function clearRecordedAudio() {
   recordingDurationMs.value = 0
 }
 
+function clearAutoAdvanceNotice() {
+  if (autoAdvanceNoticeTimer) {
+    window.clearTimeout(autoAdvanceNoticeTimer)
+    autoAdvanceNoticeTimer = null
+  }
+  autoAdvanceNotice.value = null
+}
+
+function showAutoAdvanceNotice(fromTitle: string, toTitle: string) {
+  clearAutoAdvanceNotice()
+  autoAdvanceNotice.value = {
+    fromTitle,
+    toTitle,
+    reasonLabel:
+      attentionReasonFilter.value === 'all'
+        ? '需关注'
+        : formatAttentionReasonTitle(attentionReasonFilter.value),
+  }
+  autoAdvanceNoticeTimer = window.setTimeout(() => {
+    autoAdvanceNotice.value = null
+    autoAdvanceNoticeTimer = null
+  }, 5000)
+}
+
 async function fetchProfiles() {
   if (!userStore.user) return
   const data = await api.get<{ profiles: ChildProfile[] }>('/api/profiles')
@@ -226,21 +456,54 @@ async function loadSessions() {
   if (!userStore.user) return
   loadingSessions.value = true
   try {
-    const params = new URLSearchParams({
-      limit: '8',
-      active_first: 'true',
-      active_only: sessionFilter.value === 'active' ? 'true' : 'false',
-    })
-    sessions.value = await api.get<VoiceSessionSummary[]>(`/api/voice-sessions?${params.toString()}`)
-    if (!activeSession.value && sessionFilter.value === 'recent') {
-      const resumable = sessions.value.find((item) => item.can_continue)
-      if (resumable) {
-        await loadSessionDetail(resumable.id)
+    const previousActiveSession = activeSession.value
+    sessions.value = await api.get<VoiceSessionSummary[]>(buildVoiceSessionListPath())
+    if (
+      (requestedSessionId.value || pendingFocusTarget.value)
+      && requestedSessionId.value
+      && !sessions.value.some((item) => item.id === requestedSessionId.value)
+    ) {
+      void syncVoiceStudioRouteState()
+    }
+    const preferredSession = (
+      requestedSessionId.value
+        ? sessions.value.find((item) => item.id === requestedSessionId.value)
+        : null
+    ) ?? sessions.value.find((item) => item.can_continue) ?? sessions.value[0]
+    const currentSessionStillVisible = activeSession.value
+      ? sessions.value.some((item) => item.id === activeSession.value?.id)
+      : false
+    if (
+      !activeSession.value
+      || (!currentSessionStillVisible && preferredSession)
+      || (
+        requestedSessionId.value
+        && preferredSession?.id === requestedSessionId.value
+        && activeSession.value.id !== requestedSessionId.value
+      )
+    ) {
+      if (preferredSession) {
+        if (
+          sessionFilter.value === 'attention'
+          && previousActiveSession
+          && previousActiveSession.id !== preferredSession.id
+          && !currentSessionStillVisible
+          && !suppressAutoAdvanceNotice.value
+        ) {
+          showAutoAdvanceNotice(
+            previousActiveSession.working_title || '未命名语音会话',
+            preferredSession.working_title || '未命名语音会话',
+          )
+        }
+        await loadSessionDetail(preferredSession.id)
+      } else if (sessionFilter.value !== 'recent') {
+        activeSession.value = null
       }
     }
   } catch (err) {
     error.value = err instanceof Error ? err.message : '会话列表加载失败'
   } finally {
+    suppressAutoAdvanceNotice.value = false
     loadingSessions.value = false
   }
 }
@@ -248,7 +511,7 @@ async function loadSessions() {
 async function loadVoiceAnalytics() {
   if (!userStore.user) return
   try {
-    voiceAnalytics.value = await api.get<VoiceSessionAnalytics>('/api/voice-sessions/analytics?days=30')
+    voiceAnalytics.value = await api.get<VoiceSessionAnalytics>(buildVoiceAnalyticsPath())
   } catch {
     // Ignore analytics failures so the main editor stays usable.
   }
@@ -271,6 +534,7 @@ async function loadSessionDetail(sessionId: string) {
   error.value = ''
   try {
     activeSession.value = await api.get<VoiceSessionDetail>(`/api/voice-sessions/${sessionId}`)
+    await focusRequestedTarget(sessionId)
   } catch (err) {
     error.value = err instanceof Error ? err.message : '会话详情加载失败'
   } finally {
@@ -548,6 +812,85 @@ function viewFinalStory() {
   router.push(`/story/${activeSession.value.final_story_id}`)
 }
 
+function setAnalyticsWindow(value: '7' | '30' | 'all') {
+  analyticsWindow.value = value
+}
+
+function setSessionFilter(value: SessionFilter) {
+  suppressAutoAdvanceNotice.value = true
+  sessionFilter.value = value
+  if (value !== 'attention') {
+    attentionReasonFilter.value = 'all'
+  }
+  void syncVoiceStudioRouteState()
+}
+
+function jumpToTextTurnComposer(presetText = '') {
+  textTurnInput.value = presetText
+  clearRecordedAudio()
+  void nextTick(() => {
+    document.getElementById('voice-text-composer')?.scrollIntoView({
+      behavior: 'smooth',
+      block: 'center',
+    })
+  })
+}
+
+function setAttentionReasonFilter(
+  value: 'all' | 'pending_confirmation' | 'safety_intervention' | 'failed_turn',
+) {
+  suppressAutoAdvanceNotice.value = true
+  attentionReasonFilter.value = value
+  void syncVoiceStudioRouteState()
+}
+
+function focusAttentionReason(
+  value: 'pending_confirmation' | 'safety_intervention' | 'failed_turn',
+) {
+  setSessionFilter('attention')
+  attentionReasonFilter.value = value
+  void syncVoiceStudioRouteState()
+}
+
+async function focusRequestedTarget(sessionId: string) {
+  const target = pendingFocusTarget.value
+  if (!target) return
+  if (requestedSessionId.value && requestedSessionId.value !== sessionId) return
+
+  await nextTick()
+
+  const targetId = (() => {
+    switch (target) {
+      case 'confirmation':
+        return latestPendingConfirmationTurn.value
+          ? `voice-turn-${latestPendingConfirmationTurn.value.id}`
+          : 'voice-attention-confirmation-card'
+      case 'safety':
+        return latestSafetyTurn.value
+          ? `voice-turn-${latestSafetyTurn.value.id}`
+          : 'voice-attention-safety-card'
+      case 'failed':
+        return latestFailedTurn.value
+          ? `voice-turn-${latestFailedTurn.value.id}`
+          : 'voice-attention-failed-card'
+      case 'text':
+        return 'voice-text-composer'
+      default:
+        return null
+    }
+  })()
+
+  if (targetId) {
+    document.getElementById(targetId)?.scrollIntoView({
+      behavior: 'smooth',
+      block: 'center',
+    })
+  }
+
+  pendingFocusTarget.value = null
+  void syncVoiceStudioRouteState()
+}
+
 watch(selectedProfileId, (newId) => {
   if (newId) {
     void fetchUniverses(newId)
@@ -557,10 +900,35 @@ watch(selectedProfileId, (newId) => {
   }
 })
 
+watch(analyticsWindow, () => {
+  void loadVoiceAnalytics()
+})
+
 watch(sessionFilter, () => {
   void loadSessions()
 })
 
+watch(attentionReasonFilter, () => {
+  if (sessionFilter.value === 'attention') {
+    void loadSessions()
+  }
+})
+
+watch(
+  () => route.query,
+  () => {
+    applyRouteState()
+    if (suppressRouteReload.value) {
+      suppressRouteReload.value = false
+      return
+    }
+    if (userStore.user) {
+      void loadSessions()
+      void loadVoiceAnalytics()
+    }
+  },
+)
+
 watch(
   () => isSessionProcessing.value,
   (processing) => {
@@ -574,6 +942,7 @@ watch(
 )
 
 onMounted(async () => {
+  applyRouteState()
   if (!userStore.user) {
     await userStore.fetchSession()
   }
@@ -590,6 +959,7 @@ onBeforeUnmount(() => {
     stopRecording()
   }
   clearRecordedAudio()
+  clearAutoAdvanceNotice()
 })
 </script>
 
@@ -655,49 +1025,113 @@ onBeforeUnmount(() => {
             <div class="flex items-center justify-between">
               <div>
                 <h2 class="text-lg font-semibold text-gray-900">最近会话</h2>
-                <p class="mt-1 text-sm text-gray-500">支持恢复最近还在等待下一轮的 session。</p>
+                <p class="mt-1 text-sm text-gray-500">优先把需要家长确认或安全回看的 session 先拎出来处理。</p>
               </div>
-              <span class="text-xs text-gray-400">{{ sessions.length }} 个</span>
+              <span class="text-xs text-gray-400">{{ filteredSessions.length }} 个</span>
             </div>
 
-            <div class="mt-4 flex gap-2">
+            <div class="mt-4 flex flex-wrap gap-2">
               <button
                 type="button"
                 class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
                 :class="sessionFilter === 'active'
                   ? 'border-purple-600 bg-purple-600 text-white'
                   : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
-                @click="sessionFilter = 'active'"
+                @click="setSessionFilter('active')"
               >
                 活跃会话
               </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="sessionFilter === 'attention'
+                  ? 'border-amber-500 bg-amber-500 text-white'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setSessionFilter('attention')"
+              >
+                需关注
+              </button>
               <button
                 type="button"
                 class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
                 :class="sessionFilter === 'recent'
                   ? 'border-purple-600 bg-purple-600 text-white'
                   : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
-                @click="sessionFilter = 'recent'"
+                @click="setSessionFilter('recent')"
               >
                 最近全部
               </button>
             </div>
 
+            <div
+              v-if="sessionFilter === 'attention'"
+              class="mt-3 flex flex-wrap gap-2"
+            >
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="attentionReasonFilter === 'all'
+                  ? 'border-amber-600 bg-amber-50 text-amber-700'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAttentionReasonFilter('all')"
+              >
+                全部需关注
+              </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="attentionReasonFilter === 'pending_confirmation'
+                  ? 'border-amber-600 bg-amber-50 text-amber-700'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAttentionReasonFilter('pending_confirmation')"
+              >
+                待确认
+              </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="attentionReasonFilter === 'safety_intervention'
+                  ? 'border-rose-500 bg-rose-50 text-rose-700'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAttentionReasonFilter('safety_intervention')"
+              >
+                安全介入
+              </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="attentionReasonFilter === 'failed_turn'
+                  ? 'border-slate-500 bg-slate-100 text-slate-700'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAttentionReasonFilter('failed_turn')"
+              >
+                失败待处理
+              </button>
+            </div>
+
             <div v-if="loadingSessions" class="py-8">
               <LoadingSpinner text="加载会话中..." />
             </div>
 
-            <div v-else-if="sessions.length === 0" class="pt-6">
+            <div v-else-if="filteredSessions.length === 0" class="pt-6">
               <EmptyState
                 :icon="SparklesIcon"
-                title="还没有语音共创会话"
-                description="先创建一个会话，再通过文本或录音开始第一轮故事。"
+                :title="sessionFilter === 'attention'
+                  ? '当前没有待处理会话'
+                  : sessionFilter === 'active'
+                    ? '当前没有活跃会话'
+                    : '还没有语音共创会话'"
+                :description="sessionFilter === 'attention'
+                  ? formatAttentionEmptyDescription(attentionReasonFilter)
+                  : sessionFilter === 'active'
+                    ? '最近的会话都已经完成或放弃了，可以新建一个继续共创。'
+                    : '先创建一个会话，再通过文本或录音开始第一轮故事。'"
               />
             </div>
 
             <div v-else class="mt-4 space-y-3">
               <button
-                v-for="session in sessions"
+                v-for="session in filteredSessions"
                 :key="session.id"
                 type="button"
                 class="w-full rounded-2xl border px-4 py-3 text-left transition-all"
@@ -711,9 +1145,37 @@ onBeforeUnmount(() => {
                     <div class="truncate font-medium text-gray-900">
                       {{ session.working_title || '未命名语音会话' }}
                     </div>
+                    <div class="mt-2 flex flex-wrap gap-2">
+                      <span
+                        v-for="reason in session.attention_reasons"
+                        :key="`${session.id}-${reason}`"
+                        class="rounded-full px-2.5 py-1 text-[11px] font-medium"
+                        :class="formatAttentionReason(reason).className"
+                      >
+                        {{ formatAttentionReason(reason).label }}
+                      </span>
+                      <span
+                        v-if="!session.attention_reasons.length && session.can_continue"
+                        class="rounded-full bg-amber-100 px-2.5 py-1 text-[11px] font-medium text-amber-700"
+                      >
+                        可继续
+                      </span>
+                      <span
+                        v-if="session.final_story_id"
+                        class="rounded-full bg-emerald-100 px-2.5 py-1 text-[11px] font-medium text-emerald-700"
+                      >
+                        已保存
+                      </span>
+                    </div>
                     <div class="mt-1 text-xs text-gray-500">
                       {{ formatSessionStatus(session.status) }} · {{ session.total_turns }} 轮
                     </div>
+                    <div
+                      v-if="session.latest_understanding_summary || session.latest_user_transcript || session.latest_safety_message"
+                      class="mt-2 line-clamp-2 text-xs leading-5 text-gray-500"
+                    >
+                      {{ session.latest_understanding_summary || session.latest_safety_message || session.latest_user_transcript }}
+                    </div>
                   </div>
                   <div class="text-right text-xs text-gray-400">
                     {{ formatDate(session.updated_at) }}
@@ -732,13 +1194,64 @@ onBeforeUnmount(() => {
             </div>
           </BaseCard>
 
+          <BaseCard
+            v-if="autoAdvanceNotice"
+            class="border border-sky-100 bg-sky-50 text-sky-700"
+          >
+            <div class="flex items-start justify-between gap-4">
+              <div class="text-sm leading-6">
+                已处理上一条{{ autoAdvanceNotice.reasonLabel }}会话“{{ autoAdvanceNotice.fromTitle }}”，
+                已自动切换到下一条：“{{ autoAdvanceNotice.toTitle }}”。
+              </div>
+              <button
+                type="button"
+                class="rounded-lg p-1 text-sky-500 transition-colors hover:bg-sky-100 hover:text-sky-700"
+                @click="clearAutoAdvanceNotice"
+              >
+                <XMarkIcon class="h-4 w-4" />
+              </button>
+            </div>
+          </BaseCard>
+
           <BaseCard v-if="voiceAnalytics" class="border border-slate-100 bg-white/90">
             <div class="flex items-center justify-between">
               <div>
                 <h2 class="text-lg font-semibold text-gray-900">语音共创观测</h2>
-                <p class="mt-1 text-sm text-gray-500">最近 {{ voiceAnalytics.window_days ?? 30 }} 天的会话质量概览。</p>
+                <p class="mt-1 text-sm text-gray-500">{{ analyticsWindowLabel }} 的会话质量概览。</p>
               </div>
             </div>
+            <div class="mt-4 flex flex-wrap gap-2">
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="analyticsWindow === '7'
+                  ? 'border-slate-900 bg-slate-900 text-white'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAnalyticsWindow('7')"
+              >
+                最近 7 天
+              </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="analyticsWindow === '30'
+                  ? 'border-slate-900 bg-slate-900 text-white'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAnalyticsWindow('30')"
+              >
+                最近 30 天
+              </button>
+              <button
+                type="button"
+                class="rounded-lg border px-3 py-1.5 text-sm transition-colors"
+                :class="analyticsWindow === 'all'
+                  ? 'border-slate-900 bg-slate-900 text-white'
+                  : 'border-gray-200 bg-white text-gray-600 hover:border-gray-400'"
+                @click="setAnalyticsWindow('all')"
+              >
+                全部
+              </button>
+            </div>
             <div class="mt-4 grid grid-cols-2 gap-3 xl:grid-cols-4">
               <div class="rounded-xl border border-gray-100 bg-gray-50 px-4 py-3">
                 <div class="text-xs text-gray-500">Turn 成功率</div>
@@ -759,8 +1272,46 @@ onBeforeUnmount(() => {
             </div>
             <p class="mt-4 text-sm text-gray-500">
               ASR 失败 {{ voiceAnalytics.asr_failures }} 次，TTS 失败 {{ voiceAnalytics.tts_failures }} 次；
-              当前共有 {{ voiceAnalytics.total_sessions }} 个会话，已完成 {{ voiceAnalytics.finalized_sessions }} 个。
+              当前共有 {{ voiceAnalytics.total_sessions }} 个会话，其中 {{ voiceAnalytics.attention_sessions }} 个仍需处理，
+              已完成 {{ voiceAnalytics.finalized_sessions }} 个。
             </p>
+            <p
+              v-if="voiceAnalytics.attention_sessions"
+              class="mt-2 text-sm text-gray-500"
+            >
+              待确认 {{ voiceAnalytics.confirmation_attention_sessions }} 个，
+              安全介入 {{ voiceAnalytics.safety_attention_sessions }} 个，
+              失败待处理 {{ voiceAnalytics.failed_attention_sessions }} 个。
+            </p>
+            <div
+              v-if="voiceAnalytics.attention_sessions"
+              class="mt-3 flex flex-wrap gap-2"
+            >
+              <button
+                v-if="voiceAnalytics.confirmation_attention_sessions"
+                type="button"
+                class="rounded-lg border border-amber-200 bg-amber-50 px-3 py-1.5 text-sm text-amber-700 transition-colors hover:border-amber-400"
+                @click="focusAttentionReason('pending_confirmation')"
+              >
+                查看待确认
+              </button>
+              <button
+                v-if="voiceAnalytics.safety_attention_sessions"
+                type="button"
+                class="rounded-lg border border-rose-200 bg-rose-50 px-3 py-1.5 text-sm text-rose-700 transition-colors hover:border-rose-400"
+                @click="focusAttentionReason('safety_intervention')"
+              >
+                查看安全介入
+              </button>
+              <button
+                v-if="voiceAnalytics.failed_attention_sessions"
+                type="button"
+                class="rounded-lg border border-slate-200 bg-slate-100 px-3 py-1.5 text-sm text-slate-700 transition-colors hover:border-slate-400"
+                @click="focusAttentionReason('failed_turn')"
+              >
+                查看失败待处理
+              </button>
+            </div>
           </BaseCard>
 
           <div v-if="loadingSessionDetail" class="py-16">
@@ -828,7 +1379,8 @@ onBeforeUnmount(() => {
             <div class="mt-6 grid grid-cols-1 gap-6 xl:grid-cols-[minmax(0,1.2fr)_minmax(0,0.8fr)]">
               <div class="space-y-6">
                 <div
-                  v-if="activeSession.latest_requires_confirmation"
+                  v-if="activeSession.latest_requires_confirmation && latestPendingConfirmationTurn"
+                  id="voice-attention-confirmation-card"
                   class="rounded-2xl border border-amber-200 bg-amber-50 p-4 text-amber-800"
                 >
                   <div class="text-sm font-semibold">建议先确认这一轮理解</div>
@@ -838,10 +1390,37 @@ onBeforeUnmount(() => {
                   <p v-if="activeSession.latest_understanding_summary" class="mt-2 text-xs text-amber-700">
                     {{ activeSession.latest_understanding_summary }}
                   </p>
+                  <div class="mt-3 flex flex-wrap gap-2">
+                    <BaseButton
+                      size="sm"
+                      variant="secondary"
+                      @click="resolveTurnConfirmation(latestPendingConfirmationTurn, 'accept')"
+                      :disabled="sendingTurn"
+                    >
+                      按这个理解继续
+                    </BaseButton>
+                    <BaseButton
+                      size="sm"
+                      variant="ghost"
+                      @click="resolveTurnConfirmation(latestPendingConfirmationTurn, 'retry_recording')"
+                      :disabled="sendingTurn"
+                    >
+                      重说一遍
+                    </BaseButton>
+                    <BaseButton
+                      size="sm"
+                      variant="ghost"
+                      @click="resolveTurnConfirmation(latestPendingConfirmationTurn, 'switch_to_text')"
+                      :disabled="sendingTurn"
+                    >
+                      改成文本输入
+                    </BaseButton>
+                  </div>
                 </div>
 
                 <div
                   v-if="activeSession.latest_safety_message"
+                  id="voice-attention-safety-card"
                   class="rounded-2xl border border-rose-200 bg-rose-50 p-4 text-rose-700"
                 >
                   <div class="text-sm font-semibold">已触发儿童内容安全兜底</div>
@@ -849,6 +1428,59 @@ onBeforeUnmount(() => {
                   <p v-if="activeSession.latest_safety_flags.length" class="mt-2 text-xs text-rose-600">
                     安全标记：{{ activeSession.latest_safety_flags.join(' / ') }}
                   </p>
+                  <div class="mt-3 flex flex-wrap gap-2">
+                    <BaseButton
+                      size="sm"
+                      variant="secondary"
+                      @click="jumpToTextTurnComposer('')"
+                      :disabled="sendingTurn || !activeSession.can_continue"
+                    >
+                      用文本继续改写
+                    </BaseButton>
+                    <span
+                      v-if="latestSafetyTurn?.user_transcript"
+                      class="text-xs text-rose-600"
+                    >
+                      建议换一种更温和的表达再继续。
+                    </span>
+                  </div>
+                </div>
+
+                <div
+                  v-if="hasFailedAttention"
+                  id="voice-attention-failed-card"
+                  class="rounded-2xl border border-slate-200 bg-slate-50 p-4 text-slate-700"
+                >
+                  <div class="text-sm font-semibold">有一轮失败待处理</div>
+                  <p class="mt-2 text-sm">
+                    <template v-if="latestFailedTurn">
+                      第 {{ latestFailedTurn.turn_index }} 轮没有成功完成，
+                      {{ latestFailedTurn.error_message || activeSession.last_error || '建议优先补处理后再继续。' }}
+                    </template>
+                    <template v-else>
+                      {{ activeSession.last_error || '最近一轮失败待处理，建议优先补处理后再继续。' }}
+                    </template>
+                  </p>
+                  <div class="mt-3 flex flex-wrap gap-2">
+                    <BaseButton
+                      v-if="latestFailedTurn"
+                      size="sm"
+                      variant="secondary"
+                      @click="retryFailedTurn(latestFailedTurn.id)"
+                      :disabled="sendingTurn || !activeSession.can_continue || hasPendingConfirmation"
+                    >
+                      重试本轮
+                    </BaseButton>
+                    <BaseButton
+                      v-if="latestFailedTurn"
+                      size="sm"
+                      variant="ghost"
+                      @click="jumpToTextTurnComposer(latestFailedTurn.user_transcript || '')"
+                      :disabled="sendingTurn || !activeSession.can_continue || hasPendingConfirmation"
+                    >
+                      改成文本重发
+                    </BaseButton>
+                  </div>
                 </div>
 
                 <div
@@ -873,7 +1505,7 @@ onBeforeUnmount(() => {
                   </div>
                 </div>
 
-                <div class="rounded-2xl border border-gray-100 bg-white p-4">
+                <div id="voice-text-composer" class="rounded-2xl border border-gray-100 bg-white p-4">
                   <div class="flex items-center justify-between">
                     <h3 class="font-semibold text-gray-900">文本共创回合</h3>
                     <span class="text-xs text-gray-400">最稳的 fallback 路径</span>
@@ -980,6 +1612,7 @@ onBeforeUnmount(() => {
                     <div
                       v-for="turn in activeTurnList"
                       :key="turn.id"
+                      :id="`voice-turn-${turn.id}`"
                       class="rounded-2xl border border-gray-100 bg-gray-50 p-4"
                     >
                       <div class="flex flex-wrap items-center gap-2 text-xs text-gray-400">