feat: add manual video tagging

2026-04-29 21:20:21 +08:00
parent 02d37f3953
commit eac6ad2343
17 changed files with 1066 additions and 418 deletions
@@ -20,6 +20,8 @@ type Video = {
  desc: string;
  cover_url: string;
  duration_ms: number;
+  content_tags: string[];
+  manual_content_tags: string[];
  author: {
    nickname: string;
  };
@@ -40,11 +42,19 @@ export default function AsrVideosPage() {
    "all" | "transcribed" | "pending" | "tagged" | "missingTags"
  >("all");
  const [batchTranscribing, setBatchTranscribing] = useState(false);
-  const [batchProgress, setBatchProgress] = useState({ current: 0, total: 0 });
+  const [batchProgress, setBatchProgress] = useState({
+    current: 0,
+    total: 0,
+    completed: 0,
+    failed: 0,
+    currentAwemeId: null as string | null,
+    currentDesc: null as string | null,
+  });
+  const [batchMessage, setBatchMessage] = useState<string | null>(null);

-  const fetchVideos = useCallback(async () => {
+  const fetchVideos = useCallback(async (showLoading = true) => {
    try {
-      setLoading(true);
+      if (showLoading) setLoading(true);
      const response = await fetch("/api/admin/asr/videos");
      if (!response.ok) {
        throw new Error("Failed to fetch videos");
@@ -54,7 +64,7 @@ export default function AsrVideosPage() {
    } catch (err) {
      setError(err instanceof Error ? err.message : "Unknown error");
    } finally {
-      setLoading(false);
+      if (showLoading) setLoading(false);
    }
  }, []);

@@ -66,8 +76,7 @@ export default function AsrVideosPage() {
  const sleep = (ms: number) =>
    new Promise((resolve) => setTimeout(resolve, ms));

-  const hasContentTags = (video: Video) =>
-    (video.transcript?.content_tags.length ?? 0) > 0;
+  const hasContentTags = (video: Video) => video.content_tags.length > 0;

  type PollOptions = {
    intervalMs?: number;
@@ -77,7 +86,7 @@ export default function AsrVideosPage() {
  // 轮询某个视频的识别和标签状态直至完成或超时
  const pollVideoUntilTranscribed = async (
    awemeId: string,
-    { intervalMs = 2000, maxAttempts = 30 }: PollOptions = {},
+    { intervalMs = 2000, maxAttempts = 300 }: PollOptions = {},
  ): Promise<boolean> => {
    for (let attempt = 0; attempt < maxAttempts; attempt++) {
      try {
@@ -86,7 +95,7 @@ export default function AsrVideosPage() {
          const data: ApiResponse = await resp.json();
          setVideos(data.videos);
          const v = data.videos.find((x) => x.aweme_id === awemeId);
-          if ((v?.transcript?.content_tags.length ?? 0) > 0) {
+          if ((v?.content_tags.length ?? 0) > 0) {
            return true;
          }
        }
@@ -101,7 +110,9 @@ export default function AsrVideosPage() {
  const handleTranscribe = async (awemeId: string) => {
    setTranscribing((prev) => new Set(prev).add(awemeId));
    try {
-      const response = await fetch(`/api/asr?awemeId=${awemeId}`);
+      const response = await fetch(
+        `/api/asr?awemeId=${encodeURIComponent(awemeId)}&async=1`,
+      );
      if (!response.ok) {
        throw new Error("Failed to transcribe video");
      }
@@ -109,7 +120,7 @@ export default function AsrVideosPage() {
      const done = await pollVideoUntilTranscribed(awemeId);
      if (!done) {
        // 兜底刷新一次
-        await fetchVideos();
+        await fetchVideos(false);
      }
    } catch (err) {
      alert(err instanceof Error ? err.message : "Transcription failed");
@@ -138,41 +149,58 @@ export default function AsrVideosPage() {
    }

    setBatchTranscribing(true);
-    setBatchProgress({ current: 0, total: pendingVideos.length });
+    setBatchMessage(null);
+    setBatchProgress({
+      current: 0,
+      total: pendingVideos.length,
+      completed: 0,
+      failed: 0,
+      currentAwemeId: null,
+      currentDesc: null,
+    });

-    const pollers: Promise<boolean>[] = [];
    for (let i = 0; i < pendingVideos.length; i++) {
      const video = pendingVideos[i];
-      setBatchProgress({ current: i + 1, total: pendingVideos.length });
+      setBatchProgress((prev) => ({
+        ...prev,
+        current: i + 1,
+        currentAwemeId: video.aweme_id,
+        currentDesc: video.desc || "无描述",
+      }));
      setTranscribing((prev) => new Set(prev).add(video.aweme_id));

      try {
-        const response = await fetch(`/api/asr?awemeId=${video.aweme_id}`);
+        const response = await fetch(
+          `/api/asr?awemeId=${encodeURIComponent(video.aweme_id)}&async=1`,
+        );
        if (!response.ok) {
-          console.error(`Failed to transcribe video ${video.aweme_id}`);
+          throw new Error(`Failed to start ASR for ${video.aweme_id}`);
        }
-        // 为该视频启动后台轮询，不阻塞批处理的顺序执行
-        const p = pollVideoUntilTranscribed(video.aweme_id).finally(() => {
-          setTranscribing((prev) => {
-            const next = new Set(prev);
-            next.delete(video.aweme_id);
-            return next;
-          });
-        });
-        pollers.push(p);
+
+        const done = await pollVideoUntilTranscribed(video.aweme_id);
+        setBatchProgress((prev) => ({
+          ...prev,
+          completed: done ? prev.completed + 1 : prev.completed,
+          failed: done ? prev.failed : prev.failed + 1,
+        }));
      } catch (err) {
        console.error(`Error transcribing video ${video.aweme_id}:`, err);
+        setBatchProgress((prev) => ({
+          ...prev,
+          failed: prev.failed + 1,
+        }));
+      } finally {
+        setTranscribing((prev) => {
+          const next = new Set(prev);
+          next.delete(video.aweme_id);
+          return next;
+        });
      }
    }

-    // 等待所有轮询结束（完成或超时），再进行最终刷新
-    if (pollers.length > 0) {
-      await Promise.allSettled(pollers);
-    }
-    await fetchVideos();
+    await fetchVideos(false);
    setBatchTranscribing(false);
-    setBatchProgress({ current: 0, total: 0 });
-    alert("缺失标签生成完成！");
+    setBatchMessage("缺失标签生成流程已结束");
  };

  const filteredVideos = videos.filter((v) => {
@@ -190,6 +218,11 @@ export default function AsrVideosPage() {
    tagged: videos.filter((v) => hasContentTags(v)).length,
    missingTags: videos.filter((v) => !hasContentTags(v)).length,
  };
+  const processedCount = batchProgress.completed + batchProgress.failed;
+  const progressPercent =
+    batchProgress.total > 0
+      ? Math.round((processedCount / batchProgress.total) * 100)
+      : 0;

  if (loading) {
    return (
@@ -212,7 +245,7 @@ export default function AsrVideosPage() {
            <p className="text-red-600">错误: {error}</p>
            <button
              type="button"
-              onClick={fetchVideos}
+              onClick={() => fetchVideos()}
              className="mt-4 px-4 py-2 bg-red-600 text-white rounded-lg hover:bg-red-700"
            >
              重试
@@ -267,87 +300,121 @@ export default function AsrVideosPage() {
        </div>

        {/* Filter */}
-        <div className="bg-white rounded-lg shadow p-4 mb-6">
-          <div className="flex items-center justify-between">
-            <div className="flex gap-4">
-              <button
-                type="button"
-                onClick={() => setFilter("all")}
-                className={`px-4 py-2 rounded-lg font-medium transition-colors ${
-                  filter === "all"
-                    ? "bg-blue-600 text-white"
-                    : "bg-gray-100 text-gray-700 hover:bg-gray-200"
-                }`}
-              >
-                全部 ({stats.total})
-              </button>
-              <button
-                type="button"
-                onClick={() => setFilter("transcribed")}
-                className={`px-4 py-2 rounded-lg font-medium transition-colors ${
-                  filter === "transcribed"
-                    ? "bg-green-600 text-white"
-                    : "bg-gray-100 text-gray-700 hover:bg-gray-200"
-                }`}
-              >
-                已转写 ({stats.transcribed})
-              </button>
-              <button
-                type="button"
-                onClick={() => setFilter("pending")}
-                className={`px-4 py-2 rounded-lg font-medium transition-colors ${
-                  filter === "pending"
-                    ? "bg-orange-600 text-white"
-                    : "bg-gray-100 text-gray-700 hover:bg-gray-200"
-                }`}
-              >
-                待转写 ({stats.pending})
-              </button>
-              <button
-                type="button"
-                onClick={() => setFilter("tagged")}
-                className={`px-4 py-2 rounded-lg font-medium transition-colors ${
-                  filter === "tagged"
-                    ? "bg-blue-600 text-white"
-                    : "bg-gray-100 text-gray-700 hover:bg-gray-200"
-                }`}
-              >
-                已生成标签 ({stats.tagged})
-              </button>
-              <button
-                type="button"
-                onClick={() => setFilter("missingTags")}
-                className={`px-4 py-2 rounded-lg font-medium transition-colors ${
-                  filter === "missingTags"
-                    ? "bg-rose-600 text-white"
-                    : "bg-gray-100 text-gray-700 hover:bg-gray-200"
-                }`}
-              >
-                缺标签 ({stats.missingTags})
-              </button>
-            </div>
-            <div className="flex items-center gap-4">
-              {batchTranscribing && (
-                <div className="text-sm text-gray-600">
-                  正在生成: {batchProgress.current} / {batchProgress.total}
-                </div>
-              )}
-              <button
-                type="button"
-                onClick={handleBatchTranscribe}
-                disabled={batchTranscribing || stats.missingTags === 0}
-                className="px-6 py-2 bg-purple-600 text-white rounded-lg hover:bg-purple-700 disabled:bg-gray-400 disabled:cursor-not-allowed transition-colors font-medium"
-              >
-                {batchTranscribing ? (
-                  <span className="flex items-center gap-2">
-                    <span className="inline-block animate-spin rounded-full h-4 w-4 border-b-2 border-white"></span>
-                    生成中...
-                  </span>
-                ) : (
-                  "一键生成缺失标签"
+        <div className="mb-6 rounded-lg bg-white p-4 shadow">
+          <div className="space-y-4">
+            <div className="flex flex-wrap items-center justify-between gap-4">
+              <div className="flex flex-wrap gap-3">
+                <button
+                  type="button"
+                  onClick={() => setFilter("all")}
+                  className={`rounded-lg px-4 py-2 font-medium transition-colors ${
+                    filter === "all"
+                      ? "bg-blue-600 text-white"
+                      : "bg-gray-100 text-gray-700 hover:bg-gray-200"
+                  }`}
+                >
+                  全部 ({stats.total})
+                </button>
+                <button
+                  type="button"
+                  onClick={() => setFilter("transcribed")}
+                  className={`rounded-lg px-4 py-2 font-medium transition-colors ${
+                    filter === "transcribed"
+                      ? "bg-green-600 text-white"
+                      : "bg-gray-100 text-gray-700 hover:bg-gray-200"
+                  }`}
+                >
+                  已转写 ({stats.transcribed})
+                </button>
+                <button
+                  type="button"
+                  onClick={() => setFilter("pending")}
+                  className={`rounded-lg px-4 py-2 font-medium transition-colors ${
+                    filter === "pending"
+                      ? "bg-orange-600 text-white"
+                      : "bg-gray-100 text-gray-700 hover:bg-gray-200"
+                  }`}
+                >
+                  待转写 ({stats.pending})
+                </button>
+                <button
+                  type="button"
+                  onClick={() => setFilter("tagged")}
+                  className={`rounded-lg px-4 py-2 font-medium transition-colors ${
+                    filter === "tagged"
+                      ? "bg-blue-600 text-white"
+                      : "bg-gray-100 text-gray-700 hover:bg-gray-200"
+                  }`}
+                >
+                  已生成标签 ({stats.tagged})
+                </button>
+                <button
+                  type="button"
+                  onClick={() => setFilter("missingTags")}
+                  className={`rounded-lg px-4 py-2 font-medium transition-colors ${
+                    filter === "missingTags"
+                      ? "bg-rose-600 text-white"
+                      : "bg-gray-100 text-gray-700 hover:bg-gray-200"
+                  }`}
+                >
+                  缺标签 ({stats.missingTags})
+                </button>
+              </div>
+
+              <div className="flex items-center gap-4">
+                {batchTranscribing && (
+                  <div className="text-sm text-gray-600">
+                    正在生成: {batchProgress.current} / {batchProgress.total}
+                  </div>
                )}
-              </button>
+                <button
+                  type="button"
+                  onClick={handleBatchTranscribe}
+                  disabled={batchTranscribing || stats.missingTags === 0}
+                  className="rounded-lg bg-purple-600 px-6 py-2 font-medium text-white transition-colors hover:bg-purple-700 disabled:cursor-not-allowed disabled:bg-gray-400"
+                >
+                  {batchTranscribing ? (
+                    <span className="flex items-center gap-2">
+                      <span className="inline-block h-4 w-4 animate-spin rounded-full border-b-2 border-white" />
+                      生成中...
+                    </span>
+                  ) : (
+                    `一键生成缺失标签 (${stats.missingTags})`
+                  )}
+                </button>
+              </div>
            </div>
+
+            {(batchTranscribing || batchMessage) && (
+              <div className="rounded-lg border border-blue-100 bg-blue-50 p-4">
+                <div className="mb-2 flex items-center justify-between gap-3 text-sm">
+                  <span className="font-medium text-blue-900">
+                    {batchTranscribing ? "正在生成缺失标签" : batchMessage}
+                  </span>
+                  <span className="text-blue-700">
+                    {processedCount} / {batchProgress.total}
+                  </span>
+                </div>
+                <div className="h-2 overflow-hidden rounded-full bg-blue-100">
+                  <div
+                    className="h-full rounded-full bg-blue-600 transition-all"
+                    style={{ width: `${progressPercent}%` }}
+                  />
+                </div>
+                <div className="mt-2 flex flex-wrap items-center justify-between gap-2 text-xs text-blue-800">
+                  <span>
+                    已完成 {batchProgress.completed}，失败/超时{" "}
+                    {batchProgress.failed}
+                  </span>
+                  {batchTranscribing && batchProgress.currentAwemeId && (
+                    <span className="max-w-xl truncate">
+                      当前: {batchProgress.currentDesc} (
+                      {batchProgress.currentAwemeId})
+                    </span>
+                  )}
+                </div>
+              </div>
+            )}
          </div>
        </div>

@@ -429,28 +496,46 @@ export default function AsrVideosPage() {
                              )}
                            </div>
                          )}
-                          {video.transcript.content_tags.length > 0 && (
+                          {video.content_tags.length > 0 && (
                            <div className="flex flex-wrap gap-1 pt-1">
-                              {video.transcript.content_tags.map((tag) => (
+                              {video.content_tags.map((tag) => (
                                <span
                                  key={tag}
-                                  className="inline-flex items-center rounded bg-blue-50 px-2 py-0.5 text-xs font-medium text-blue-700"
+                                  className={`inline-flex items-center rounded px-2 py-0.5 text-xs font-medium ${
+                                    video.manual_content_tags.includes(tag)
+                                      ? "bg-purple-50 text-purple-700"
+                                      : "bg-blue-50 text-blue-700"
+                                  }`}
                                >
                                  {tag}
                                </span>
                              ))}
                            </div>
                          )}
-                          {video.transcript.content_tags.length === 0 && (
+                          {video.content_tags.length === 0 && (
                            <span className="inline-flex items-center rounded bg-rose-50 px-2 py-0.5 text-xs font-medium text-rose-700">
                              未生成标签
                            </span>
                          )}
                        </div>
                      ) : (
-                        <span className="inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium bg-orange-100 text-orange-800">
-                          待转写
-                        </span>
+                        <div className="space-y-2">
+                          <span className="inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium bg-orange-100 text-orange-800">
+                            待转写
+                          </span>
+                          {video.content_tags.length > 0 && (
+                            <div className="flex flex-wrap gap-1">
+                              {video.content_tags.map((tag) => (
+                                <span
+                                  key={tag}
+                                  className="inline-flex items-center rounded bg-purple-50 px-2 py-0.5 text-xs font-medium text-purple-700"
+                                >
+                                  {tag}
+                                </span>
+                              ))}
+                            </div>
+                          )}
+                        </div>
                      )}
                    </td>
                    <td className="px-6 py-4 whitespace-nowrap text-sm">
@@ -466,7 +551,7 @@ export default function AsrVideosPage() {
                              <span className="inline-block animate-spin rounded-full h-4 w-4 border-b-2 border-white"></span>
                              生成中...
                            </span>
-                          ) : video.transcript.content_tags.length === 0 ? (
+                          ) : !hasContentTags(video) ? (
                            "生成标签"
                          ) : (
                            "重新识别"
@@ -27,26 +27,35 @@ export async function GET() {
      },
    });

-    const formattedVideos = videos.map((v) => ({
-      aweme_id: v.aweme_id,
-      desc: v.desc,
-      cover_url: getFileUrl(v.cover_url ?? ""),
-      duration_ms: v.duration_ms,
-      author: {
-        nickname: v.author.nickname,
-      },
-      transcript: v.transcript
-        ? {
-            id: v.transcript.id,
-            speech_detected: v.transcript.speech_detected,
-            language: v.transcript.language,
-            audio_type: v.transcript.audio_type,
-            transcript: v.transcript.transcript,
-            non_speech_summary: v.transcript.non_speech_summary,
-            content_tags: v.transcript.content_tags,
-          }
-        : null,
-    }));
+    const formattedVideos = videos.map((v) => {
+      const contentTags =
+        v.manual_content_tags.length > 0
+          ? v.manual_content_tags
+          : (v.transcript?.content_tags ?? []);
+
+      return {
+        aweme_id: v.aweme_id,
+        desc: v.desc,
+        cover_url: getFileUrl(v.cover_url ?? ""),
+        duration_ms: v.duration_ms,
+        manual_content_tags: v.manual_content_tags,
+        content_tags: contentTags,
+        author: {
+          nickname: v.author.nickname,
+        },
+        transcript: v.transcript
+          ? {
+              id: v.transcript.id,
+              speech_detected: v.transcript.speech_detected,
+              language: v.transcript.language,
+              audio_type: v.transcript.audio_type,
+              transcript: v.transcript.transcript,
+              non_speech_summary: v.transcript.non_speech_summary,
+              content_tags: v.transcript.content_tags,
+            }
+          : null,
+      };
+    });

    return NextResponse.json({
      videos: formattedVideos,
@@ -3,6 +3,30 @@ export const runtime = "nodejs";
 import { type NextRequest, NextResponse } from "next/server";
 import { transcriptAweme } from ".";

+const runningJobs = new Map<string, Promise<void>>();
+
+function startBackgroundAsr(awemeId: string) {
+  if (runningJobs.has(awemeId)) return false;
+
+  const job = transcriptAweme(awemeId, {
+    log: (message) => console.log(`[ASR ${awemeId}] ${message}`),
+  })
+    .then((result) => {
+      console.log(
+        `[ASR ${awemeId}] done tags=${result.content_tags.join("、")}`,
+      );
+    })
+    .catch((error) => {
+      console.error(`[ASR ${awemeId}] failed:`, error);
+    })
+    .finally(() => {
+      runningJobs.delete(awemeId);
+    });
+
+  runningJobs.set(awemeId, job);
+  return true;
+}
+
 export async function GET(req: NextRequest) {
  const { searchParams } = new URL(req.url);
  const awemeId = searchParams.get("awemeId");
@@ -12,8 +36,19 @@ export async function GET(req: NextRequest) {
      { status: 400 },
    );
  }
+  const asyncMode =
+    searchParams.get("async") === "1" || searchParams.get("mode") === "async";
+
+  if (asyncMode) {
+    const started = startBackgroundAsr(awemeId);
+    return NextResponse.json(
+      { awemeId, status: started ? "started" : "running" },
+      { status: 202 },
+    );
+  }
+
  try {
-    const result = await transcriptAweme(awemeId, /* {log: (msg) => console.log(`[ASR] ${msg}`)} */);
+    const result = await transcriptAweme(awemeId);
    return NextResponse.json(result);
  } catch (error) {
    console.error("ASR failed:", error);
@@ -0,0 +1,127 @@
+export const runtime = "nodejs";
+
+import { type NextRequest, NextResponse } from "next/server";
+import { isAsrContentTag } from "@/lib/asr-tags";
+import { prisma } from "@/lib/prisma";
+
+type UpdateMode = "set" | "add";
+
+function uniqueValidTags(tags: unknown[]) {
+  const validTags: string[] = [];
+  for (const tag of tags) {
+    if (typeof tag !== "string" || !isAsrContentTag(tag)) {
+      throw new Error("Invalid tag");
+    }
+    if (!validTags.includes(tag)) validTags.push(tag);
+  }
+  return validTags;
+}
+
+function resolveContentTags(manualTags: string[], asrTags: string[]) {
+  return manualTags.length > 0 ? manualTags : asrTags;
+}
+
+export async function POST(req: NextRequest) {
+  let body: unknown;
+  try {
+    body = await req.json();
+  } catch {
+    return NextResponse.json({ error: "Invalid JSON body" }, { status: 400 });
+  }
+
+  if (!body || typeof body !== "object") {
+    return NextResponse.json(
+      { error: "Invalid request body" },
+      { status: 400 },
+    );
+  }
+
+  const raw = body as {
+    awemeId?: unknown;
+    awemeIds?: unknown;
+    tag?: unknown;
+    contentTags?: unknown;
+    mode?: unknown;
+  };
+  const awemeIds = Array.isArray(raw.awemeIds)
+    ? raw.awemeIds
+    : typeof raw.awemeId === "string"
+      ? [raw.awemeId]
+      : [];
+  const normalizedAwemeIds = [...new Set(awemeIds)]
+    .filter(
+      (id): id is string => typeof id === "string" && id.trim().length > 0,
+    )
+    .map((id) => id.trim());
+
+  if (normalizedAwemeIds.length === 0 || normalizedAwemeIds.length > 200) {
+    return NextResponse.json(
+      { error: "awemeIds must contain 1 to 200 ids" },
+      { status: 400 },
+    );
+  }
+
+  const mode: UpdateMode = raw.mode === "add" ? "add" : "set";
+  const rawTags = Array.isArray(raw.contentTags)
+    ? raw.contentTags
+    : typeof raw.tag === "string"
+      ? [raw.tag]
+      : [];
+
+  let contentTags: string[];
+  try {
+    contentTags = uniqueValidTags(rawTags);
+  } catch {
+    return NextResponse.json({ error: "Invalid tag" }, { status: 400 });
+  }
+
+  if (mode === "add" && contentTags.length === 0) {
+    return NextResponse.json(
+      { error: "add mode requires at least one tag" },
+      { status: 400 },
+    );
+  }
+
+  const videos = await prisma.video.findMany({
+    where: { aweme_id: { in: normalizedAwemeIds } },
+    select: {
+      aweme_id: true,
+      manual_content_tags: true,
+      transcript: { select: { content_tags: true } },
+    },
+  });
+
+  if (videos.length === 0) {
+    return NextResponse.json({ error: "No videos found" }, { status: 404 });
+  }
+
+  const updates = videos.map((video) => {
+    const asrTags = video.transcript?.content_tags ?? [];
+    const baseTags = resolveContentTags(video.manual_content_tags, asrTags);
+    const manualTags =
+      mode === "add"
+        ? [...new Set([...baseTags, ...contentTags])]
+        : contentTags;
+    return { awemeId: video.aweme_id, manualTags, asrTags };
+  });
+
+  await prisma.$transaction(
+    updates.map((update) =>
+      prisma.video.update({
+        where: { aweme_id: update.awemeId },
+        data: { manual_content_tags: update.manualTags },
+      }),
+    ),
+  );
+
+  return NextResponse.json({
+    updated: updates.map((update) => ({
+      aweme_id: update.awemeId,
+      manual_content_tags: update.manualTags,
+      content_tags: resolveContentTags(update.manualTags, update.asrTags),
+    })),
+    missing: normalizedAwemeIds.filter(
+      (id) => !videos.some((video) => video.aweme_id === id),
+    ),
+  });
+}
@@ -1,6 +1,6 @@
 import { type NextRequest, NextResponse } from "next/server";
 import type { FeedItem, FeedResponse } from "@/app/types/feed";
-import { isAsrContentTag } from "@/lib/asr-tags";
+import { isAsrContentTag, resolveEffectiveContentTags } from "@/lib/asr-tags";
 import { getFileUrl } from "@/lib/minio";
 import { prisma } from "@/lib/prisma";

@@ -24,7 +24,15 @@ export async function GET(req: NextRequest) {
  const videoWhere = {
    ...(before ? { created_at: { lt: before } } : {}),
    ...(selectedTag
-      ? { transcript: { is: { content_tags: { has: selectedTag } } } }
+      ? {
+          OR: [
+            { manual_content_tags: { has: selectedTag } },
+            {
+              manual_content_tags: { isEmpty: true },
+              transcript: { is: { content_tags: { has: selectedTag } } },
+            },
+          ],
+        }
      : {}),
  };

@@ -68,7 +76,10 @@ export async function GET(req: NextRequest) {
        sec_uid: v.author.sec_uid,
      },
      likes: Number(v.digg_count),
-      content_tags: v.transcript?.content_tags ?? [],
+      content_tags: resolveEffectiveContentTags(
+        v.manual_content_tags,
+        v.transcript?.content_tags,
+      ),
    })),
    ...posts.map((p) => {
      const coverPath = p.images?.[0]?.url;
@@ -78,7 +78,10 @@ export async function GET(req: Request) {
                  'StartSel=<mark>,StopSel=</mark>,MaxFragments=2,MinWords=2,MaxWords=20'
                )
            END AS snippet,
-            COALESCE(vt.content_tags, ARRAY[]::text[]) AS "contentTags"
+            CASE
+              WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags
+              ELSE COALESCE(vt.content_tags, ARRAY[]::text[])
+            END AS "contentTags"
          FROM "Video" v
          LEFT JOIN "VideoTranscript" vt ON vt."videoId" = v.aweme_id,
               tsq
@@ -86,7 +89,8 @@ export async function GET(req: Request) {
            (vt.transcript_zh_tsv @@ tsq.query OR to_tsvector('zhcfg', v.desc) @@ tsq.query)
            AND CASE
              WHEN ${contentTag}::text IS NULL THEN TRUE
-              ELSE vt.content_tags @> ARRAY[${contentTag}]::text[]
+              WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags @> ARRAY[${contentTag}]::text[]
+              ELSE COALESCE(vt.content_tags, ARRAY[]::text[]) @> ARRAY[${contentTag}]::text[]
            END

          UNION ALL
@@ -114,7 +118,7 @@ export async function GET(req: Request) {
        `
      : await prisma.$queryRaw<SearchRow[]>`
          SELECT
-            vt.id AS id,
+            COALESCE(vt.id, 'tag:' || v.aweme_id) AS id,
            v.aweme_id AS "awemeId",
            'video'::text AS type,
            1.0::double precision AS rank,
@@ -124,10 +128,16 @@ export async function GET(req: Request) {
              v.desc,
              '标签匹配'
            ) AS snippet,
-            vt.content_tags AS "contentTags"
-          FROM "VideoTranscript" vt
-          JOIN "Video" v ON v.aweme_id = vt."videoId"
-          WHERE vt.content_tags @> ARRAY[${contentTag}]::text[]
+            CASE
+              WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags
+              ELSE COALESCE(vt.content_tags, ARRAY[]::text[])
+            END AS "contentTags"
+          FROM "Video" v
+          LEFT JOIN "VideoTranscript" vt ON vt."videoId" = v.aweme_id
+          WHERE CASE
+            WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags @> ARRAY[${contentTag}]::text[]
+            ELSE COALESCE(vt.content_tags, ARRAY[]::text[]) @> ARRAY[${contentTag}]::text[]
+          END
          ORDER BY v.created_at DESC
          OFFSET ${offset}
          LIMIT ${limit};
@@ -145,7 +155,8 @@ export async function GET(req: Request) {
             WHERE (vt.transcript_zh_tsv @@ tsq.query OR to_tsvector('zhcfg', v.desc) @@ tsq.query)
               AND CASE
                 WHEN ${contentTag}::text IS NULL THEN TRUE
-                 ELSE vt.content_tags @> ARRAY[${contentTag}]::text[]
+                 WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags @> ARRAY[${contentTag}]::text[]
+                 ELSE COALESCE(vt.content_tags, ARRAY[]::text[]) @> ARRAY[${contentTag}]::text[]
               END)
            +
            (SELECT COUNT(*)::int FROM "ImagePost" ip
@@ -156,8 +167,12 @@ export async function GET(req: Request) {
        `
      : await prisma.$queryRaw<{ count: number }[]>`
          SELECT COUNT(*)::int AS count
-          FROM "VideoTranscript" vt
-          WHERE vt.content_tags @> ARRAY[${contentTag}]::text[];
+          FROM "Video" v
+          LEFT JOIN "VideoTranscript" vt ON vt."videoId" = v.aweme_id
+          WHERE CASE
+            WHEN cardinality(v.manual_content_tags) > 0 THEN v.manual_content_tags @> ARRAY[${contentTag}]::text[]
+            ELSE COALESCE(vt.content_tags, ARRAY[]::text[]) @> ARRAY[${contentTag}]::text[]
+          END;
        `;

    // 分离视频和图文ID
@@ -1,15 +1,8 @@
 "use client";

+import { Play } from "lucide-react";
 import { useRouter } from "next/navigation";
 import { useCallback, useEffect, useRef, useState } from "react";
-import { Play } from "lucide-react";
-import type {
-  AwemeData,
-  ImageData,
-  Neighbors,
-  VideoData,
-  VideoTranscript,
-} from "./types.ts";
 import { BackgroundCanvas } from "./components/BackgroundCanvas";
 import { CommentPanel } from "./components/CommentPanel";
 import { ImageCarousel } from "./components/ImageCarousel";
@@ -18,15 +11,37 @@ import { MediaControls } from "./components/MediaControls";
 import { NavigationButtons } from "./components/NavigationButtons";
 import { TranscriptPanel } from "./components/TranscriptPanel";
 import { VideoPlayer } from "./components/VideoPlayer";
+import { VideoTagEditor } from "./components/VideoTagEditor";
 import { useBackgroundCanvas } from "./hooks/useBackgroundCanvas";
 import { useCommentState } from "./hooks/useCommentState";
 import { useImageCarousel } from "./hooks/useImageCarousel";
 import { useNavigation } from "./hooks/useNavigation";
 import { usePlayerState } from "./hooks/usePlayerState";
 import { useVideoPlayer } from "./hooks/useVideoPlayer";
+import type {
+  AwemeData,
+  ImageData,
+  Neighbors,
+  VideoData,
+  VideoTranscript,
+} from "./types.ts";

 const SEGMENT_MS = 4000;

+type WebkitVideoElement = HTMLVideoElement & {
+  webkitEnterFullscreen?: () => void;
+};
+
+type MediaPositionStateInput = {
+  duration: number;
+  position: number;
+  playbackRate?: number;
+};
+
+type MediaSessionWithPositionState = MediaSession & {
+  setPositionState?: (state: MediaPositionStateInput) => void;
+};
+
 interface AwemeDetailClientProps {
  data: AwemeData;
  neighbors: Neighbors;
@@ -45,6 +60,9 @@ export default function AwemeDetailClient({
  const playerState = usePlayerState();
  const commentState = useCommentState();
  const [transcriptOpen, setTranscriptOpen] = useState(false);
+  const [contentTags, setContentTags] = useState<string[]>(
+    isVideo ? (data as VideoData).content_tags : [],
+  );

  // 引用
  const mediaContainerRef = useRef<HTMLDivElement | null>(null);
@@ -68,6 +86,7 @@ export default function AwemeDetailClient({

  // 图文轮播状态
  const images = isVideo ? [] : (data as ImageData).images;
+  const imageCount = images.length;
  const imageCarouselState = useImageCarousel({
    images,
    isPlaying: playerState.isPlaying,
@@ -80,40 +99,42 @@ export default function AwemeDetailClient({
  });

  // 视频播放器 hooks
-  if (isVideo) {
-    useVideoPlayer({
-      awemeId: data.aweme_id,
-      videoRef,
-      volume: playerState.volume,
-      rate: playerState.rate,
-      loopMode: playerState.loopMode,
-      neighbors,
-      progressRestored: playerState.progressRestored,
-      setIsPlaying: playerState.setIsPlaying,
-      setProgress: playerState.setProgress,
-      setProgressRestored: playerState.setProgressRestored,
-    });
-  }
+  useVideoPlayer({
+    enabled: isVideo,
+    awemeId: data.aweme_id,
+    videoRef,
+    volume: playerState.volume,
+    rate: playerState.rate,
+    loopMode: playerState.loopMode,
+    neighbors,
+    progressRestored: playerState.progressRestored,
+    setIsPlaying: playerState.setIsPlaying,
+    setProgress: playerState.setProgress,
+    setProgressRestored: playerState.setProgressRestored,
+  });

  // 媒体操作函数
-  const seekTo = (ratio: number) => {
-    ratio = Math.min(1, Math.max(0, ratio));
-    if (isVideo) {
-      const v = videoRef.current;
-      if (!v || !v.duration) return;
-      v.currentTime = v.duration * ratio;
-      return;
-    }
-    if (!images?.length) return;
-    imageCarouselState.seekTo(ratio);
-  };
+  const seekTo = useCallback(
+    (ratio: number) => {
+      const clampedRatio = Math.min(1, Math.max(0, ratio));
+      if (isVideo) {
+        const v = videoRef.current;
+        if (!v || !v.duration) return;
+        v.currentTime = v.duration * clampedRatio;
+        return;
+      }
+      if (!imageCount) return;
+      imageCarouselState.seekTo(clampedRatio);
+    },
+    [imageCarouselState.seekTo, imageCount, isVideo],
+  );

  const seekImageByVisualRatio = (ratio: number) => {
-    if (!images?.length) return;
+    if (!imageCount) return;

    const clampedRatio = Math.min(1, Math.max(0, ratio));
-    const rawSegment = clampedRatio * images.length;
-    const targetIndex = Math.min(images.length - 1, Math.floor(rawSegment));
+    const rawSegment = clampedRatio * imageCount;
+    const targetIndex = Math.min(imageCount - 1, Math.floor(rawSegment));
    const segmentProgress = Math.min(1, Math.max(0, rawSegment - targetIndex));
    imageCarouselState.goToIndex(targetIndex, segmentProgress);
  };
@@ -152,14 +173,12 @@ export default function AwemeDetailClient({
        document.body.requestFullscreen().catch(() => {});
        return;
      }
-      const vRef = videoRef.current;
-      if (vRef && vRef.requestFullscreen) {
+      const vRef = videoRef.current as WebkitVideoElement | null;
+      if (vRef?.requestFullscreen) {
        vRef.requestFullscreen().catch(() => {});
        return;
      }
-      // @ts-ignore
-      if (vRef && vRef.webkitEnterFullscreen) {
-        // @ts-ignore
+      if (vRef?.webkitEnterFullscreen) {
        vRef.webkitEnterFullscreen();
      }
    } else {
@@ -167,20 +186,20 @@ export default function AwemeDetailClient({
    }
  };

-  const prevImg = () => {
-    if (!images?.length) return;
+  const prevImg = useCallback(() => {
+    if (!imageCount) return;
    const next = Math.max(0, imageCarouselState.idxRef.current - 1);
    imageCarouselState.goToIndex(next);
-  };
+  }, [imageCarouselState.goToIndex, imageCarouselState.idxRef, imageCount]);

-  const nextImg = () => {
-    if (!images?.length) return;
+  const nextImg = useCallback(() => {
+    if (!imageCount) return;
    const next = Math.min(
-      images.length - 1,
+      imageCount - 1,
      imageCarouselState.idxRef.current + 1,
    );
    imageCarouselState.goToIndex(next);
-  };
+  }, [imageCarouselState.goToIndex, imageCarouselState.idxRef, imageCount]);

  const handleDownload = () => {
    if (isVideo) {
@@ -249,7 +268,7 @@ export default function AwemeDetailClient({
    if (typeof window === "undefined") return;
    if (!("mediaSession" in navigator)) return;

-    const ms = (navigator as any).mediaSession as MediaSession;
+    const ms = navigator.mediaSession as MediaSessionWithPositionState;

    // 元信息：标题、作者、专辑（使用创建时间），封面图（优先当前图片，其次作者头像）
    const title = data.desc || `作品 ${data.aweme_id}`;
@@ -282,12 +301,12 @@ export default function AwemeDetailClient({

    const updatePosition = () => {
      try {
-        // @ts-ignore: setPositionState 可能不存在
        if (!ms.setPositionState) return;
        if (isVideo) {
          const v = videoRef.current;
-          if (!v || !isFinite(v.duration) || isNaN(v.duration)) return;
-          // @ts-ignore
+          if (!v || !Number.isFinite(v.duration) || Number.isNaN(v.duration)) {
+            return;
+          }
          ms.setPositionState({
            duration: Math.max(0, v.duration),
            position: Math.max(0, v.currentTime),
@@ -300,14 +319,12 @@ export default function AwemeDetailClient({
            0,
            Math.min(duration, (playerState.progress * totalMs) / 1000),
          );
-          // @ts-ignore
          ms.setPositionState({ duration, position, playbackRate: 1 });
        }
      } catch {}
    };

    // 绑定视频事件以同步状态
-    let timeUpdateTimer: number | null = null;
    const v = videoRef.current;
    if (isVideo && v) {
      const onPlay = () => {
@@ -331,7 +348,6 @@ export default function AwemeDetailClient({
      updatePosition();

      // 清理
-      timeUpdateTimer = null;
      return () => {
        v.removeEventListener("play", onPlay);
        v.removeEventListener("pause", onPause);
@@ -346,15 +362,10 @@ export default function AwemeDetailClient({
    }
    // 依赖：当这些变化时刷新元信息与位置状态
  }, [
-    isVideo,
-    data.aweme_id,
-    data.desc,
-    data.author.nickname,
-    data.author.avatar_url,
-    data.created_at,
-    imageCarouselState.idx,
+    data,
    imageCarouselState.totalDurationMs,
    images,
+    isVideo,
    playerState.isPlaying,
    playerState.progress,
    playerState.rate,
@@ -364,7 +375,7 @@ export default function AwemeDetailClient({
  useEffect(() => {
    if (typeof window === "undefined") return;
    if (!("mediaSession" in navigator)) return;
-    const ms = (navigator as any).mediaSession as MediaSession;
+    const ms = navigator.mediaSession;

    const getImagesTotalMs = () => imageCarouselState.totalDurationMs;

@@ -421,7 +432,7 @@ export default function AwemeDetailClient({
    const handleSeekTo = (seekTimeSec: number) => {
      if (isVideo) {
        const v = videoRef.current;
-        if (v && isFinite(v.duration)) {
+        if (v && Number.isFinite(v.duration)) {
          v.currentTime = Math.max(0, Math.min(v.duration, seekTimeSec));
        }
      } else if (images?.length) {
@@ -434,13 +445,13 @@ export default function AwemeDetailClient({
    ms.setActionHandler("play", handlePlay);
    ms.setActionHandler("pause", handlePause);
    ms.setActionHandler("stop", handleStop);
-    ms.setActionHandler("seekbackward", (details: any) =>
+    ms.setActionHandler("seekbackward", (details: MediaSessionActionDetails) =>
      handleSeekDelta(-((details?.seekOffset as number) || 10)),
    );
-    ms.setActionHandler("seekforward", (details: any) =>
+    ms.setActionHandler("seekforward", (details: MediaSessionActionDetails) =>
      handleSeekDelta((details?.seekOffset as number) || 10),
    );
-    ms.setActionHandler("seekto", (details: any) => {
+    ms.setActionHandler("seekto", (details: MediaSessionActionDetails) => {
      if (typeof details?.seekTime === "number") handleSeekTo(details.seekTime);
    });
    ms.setActionHandler("previoustrack", () => {
@@ -477,8 +488,12 @@ export default function AwemeDetailClient({
    neighbors.next,
    router,
    playerState.progress,
+    playerState.setIsPlaying,
    pauseImageMedia,
    imageCarouselState.totalDurationMs,
+    nextImg,
+    prevImg,
+    seekTo,
  ]);

  return (
@@ -537,6 +552,14 @@ export default function AwemeDetailClient({
            )}

            {/* 媒体控制栏 */}
+            {isVideo && (
+              <VideoTagEditor
+                awemeId={data.aweme_id}
+                tags={contentTags}
+                onTagsChange={setContentTags}
+              />
+            )}
+
            <MediaControls
              isVideo={isVideo}
              isPlaying={playerState.isPlaying}
@@ -600,6 +623,7 @@ export default function AwemeDetailClient({
          open={transcriptOpen}
          onClose={() => setTranscriptOpen(false)}
          transcript={transcript}
+          contentTags={contentTags}
        />
      </div>
    </div>
@@ -8,14 +8,17 @@ interface TranscriptPanelProps {
  open: boolean;
  onClose: () => void;
  transcript: VideoTranscript | null;
+  contentTags?: string[];
 }

 export function TranscriptPanel({
  open,
  onClose,
  transcript,
+  contentTags,
 }: TranscriptPanelProps) {
  const [copiedIndex, setCopiedIndex] = useState<number | null>(null);
+  const displayTags = contentTags ?? transcript?.content_tags ?? [];
  const [copiedAll, setCopiedAll] = useState(false);

  if (!open) return null;
@@ -94,9 +97,9 @@ export function TranscriptPanel({
                语言: {transcript.language}
              </p>
            )}
-            {transcript.content_tags?.length > 0 && (
+            {displayTags.length > 0 && (
              <div className="mt-2 flex flex-wrap gap-1.5">
-                {transcript.content_tags.map((tag) => (
+                {displayTags.map((tag) => (
                  <span
                    key={tag}
                    className="rounded bg-blue-500/15 px-2 py-0.5 text-xs text-blue-200"
@@ -0,0 +1,138 @@
+"use client";
+
+import { Check, Tag, X } from "lucide-react";
+import { useEffect, useState } from "react";
+import { ASR_CONTENT_TAGS } from "@/lib/asr-tags";
+
+type TagUpdateResponse = {
+  updated?: {
+    aweme_id: string;
+    content_tags: string[];
+    manual_content_tags: string[];
+  }[];
+};
+
+type VideoTagEditorProps = {
+  awemeId: string;
+  tags: string[];
+  onTagsChange: (tags: string[]) => void;
+};
+
+export function VideoTagEditor({
+  awemeId,
+  tags,
+  onTagsChange,
+}: VideoTagEditorProps) {
+  const [open, setOpen] = useState(false);
+  const [draftTags, setDraftTags] = useState<string[]>(tags);
+  const [saving, setSaving] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  useEffect(() => {
+    if (!open) setDraftTags(tags);
+  }, [open, tags]);
+
+  const toggleTag = (tag: string) => {
+    setDraftTags((current) =>
+      current.includes(tag)
+        ? current.filter((item) => item !== tag)
+        : [...current, tag],
+    );
+  };
+
+  const saveTags = async () => {
+    setSaving(true);
+    setError(null);
+    try {
+      const response = await fetch("/api/asr/tags", {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          awemeId,
+          contentTags: draftTags,
+          mode: "set",
+        }),
+      });
+      if (!response.ok) throw new Error("保存标签失败");
+      const data: TagUpdateResponse = await response.json();
+      const updated = data.updated?.find((item) => item.aweme_id === awemeId);
+      onTagsChange(updated?.content_tags ?? draftTags);
+      setOpen(false);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "保存标签失败");
+    } finally {
+      setSaving(false);
+    }
+  };
+
+  return (
+    <div className="absolute right-3 top-3 z-40 flex flex-col items-end gap-2">
+      <button
+        type="button"
+        onClick={() => setOpen((value) => !value)}
+        className="inline-flex h-9 items-center gap-2 rounded-full border border-white/20 bg-black/35 px-3 text-sm font-medium text-white shadow-lg backdrop-blur transition-colors hover:bg-black/50"
+        aria-expanded={open}
+      >
+        <Tag size={16} />
+        {tags.length > 0 ? tags.join("、") : "打标签"}
+      </button>
+
+      {open && (
+        <div className="w-[min(92vw,24rem)] rounded-xl border border-white/15 bg-zinc-950/92 p-3 text-white shadow-2xl backdrop-blur-xl">
+          <div className="mb-3 flex items-center justify-between gap-3">
+            <div className="text-sm font-medium">手动标签</div>
+            <button
+              type="button"
+              onClick={() => setOpen(false)}
+              className="rounded-full p-1 text-white/60 transition-colors hover:bg-white/10 hover:text-white"
+              aria-label="关闭标签编辑"
+            >
+              <X size={16} />
+            </button>
+          </div>
+
+          <div className="flex flex-wrap gap-2">
+            {ASR_CONTENT_TAGS.map((tag) => {
+              const selected = draftTags.includes(tag);
+              return (
+                <button
+                  key={tag}
+                  type="button"
+                  onClick={() => toggleTag(tag)}
+                  className={`inline-flex items-center gap-1 rounded-full border px-3 py-1.5 text-xs font-medium transition-colors ${
+                    selected
+                      ? "border-blue-400 bg-blue-500/25 text-blue-100"
+                      : "border-white/10 bg-white/5 text-white/70 hover:border-white/25 hover:text-white"
+                  }`}
+                >
+                  {selected && <Check size={13} />}
+                  {tag}
+                </button>
+              );
+            })}
+          </div>
+
+          {error && <div className="mt-3 text-xs text-rose-300">{error}</div>}
+
+          <div className="mt-4 flex items-center justify-between gap-3">
+            <button
+              type="button"
+              onClick={() => setDraftTags([])}
+              className="rounded-full px-3 py-1.5 text-xs text-white/60 transition-colors hover:bg-white/10 hover:text-white"
+            >
+              清空
+            </button>
+            <button
+              type="button"
+              onClick={saveTags}
+              disabled={saving}
+              className="rounded-full bg-blue-600 px-4 py-1.5 text-xs font-medium text-white transition-colors hover:bg-blue-500 disabled:cursor-not-allowed disabled:bg-zinc-600"
+            >
+              {saving ? "保存中..." : "保存"}
+            </button>
+          </div>
+        </div>
+      )}
+    </div>
+  );
+}
@@ -1,9 +1,10 @@
-import { useEffect, useRef } from "react";
-import type { RefObject } from "react";
 import { useRouter } from "next/navigation";
+import type { RefObject } from "react";
+import { useEffect } from "react";
 import type { LoopMode, Neighbors } from "../types.ts";

 interface UseVideoPlayerProps {
+  enabled?: boolean;
  awemeId: string;
  videoRef: RefObject<HTMLVideoElement | null>;
  volume: number;
@@ -17,6 +18,7 @@ interface UseVideoPlayerProps {
 }

 export function useVideoPlayer({
+  enabled = true,
  awemeId,
  videoRef,
  volume,
@@ -32,6 +34,7 @@ export function useVideoPlayer({

  // 恢复播放进度
  useEffect(() => {
+    if (!enabled) return;
    if (progressRestored) return;
    const v = videoRef.current;
    if (!v) return;
@@ -74,10 +77,11 @@ export function useVideoPlayer({
      v.addEventListener("loadedmetadata", onLoadedMetadata, { once: true });
      return () => v.removeEventListener("loadedmetadata", onLoadedMetadata);
    }
-  }, [awemeId, progressRestored, videoRef, setProgressRestored]);
+  }, [awemeId, enabled, progressRestored, videoRef, setProgressRestored]);

  // 保存播放进度
  useEffect(() => {
+    if (!enabled) return;
    const v = videoRef.current;
    if (!v) return;

@@ -105,10 +109,11 @@ export function useVideoPlayer({
      window.removeEventListener("beforeunload", onBeforeUnload);
      saveProgress();
    };
-  }, [awemeId, videoRef]);
+  }, [awemeId, enabled, videoRef]);

  // 监听播放状态和进度
  useEffect(() => {
+    if (!enabled) return;
    const v = videoRef.current;
    if (!v) return;

@@ -137,10 +142,19 @@ export function useVideoPlayer({
      v.removeEventListener("pause", onPause);
      v.removeEventListener("ended", onEnded);
    };
-  }, [loopMode, neighbors?.next, router, videoRef, setIsPlaying, setProgress]);
+  }, [
+    enabled,
+    loopMode,
+    neighbors?.next,
+    router,
+    videoRef,
+    setIsPlaying,
+    setProgress,
+  ]);

  // 自动播放检测
  useEffect(() => {
+    if (!enabled) return;
    const v = videoRef.current;
    if (!v) return;

@@ -148,7 +162,7 @@ export function useVideoPlayer({
      try {
        await v.play();
        setIsPlaying(true);
-      } catch (error) {
+      } catch {
        console.log("自动播放被阻止，需要用户交互");
        setIsPlaying(false);
      }
@@ -160,16 +174,18 @@ export function useVideoPlayer({
      v.addEventListener("loadedmetadata", checkAutoplay, { once: true });
      return () => v.removeEventListener("loadedmetadata", checkAutoplay);
    }
-  }, [awemeId, videoRef, setIsPlaying]);
+  }, [enabled, videoRef, setIsPlaying]);

  // 更新音量和倍速
  useEffect(() => {
+    if (!enabled) return;
    const v = videoRef.current;
    if (v) v.volume = volume;
-  }, [volume, videoRef]);
+  }, [enabled, volume, videoRef]);

  useEffect(() => {
+    if (!enabled) return;
    const v = videoRef.current;
    if (v) v.playbackRate = rate;
-  }, [rate, videoRef]);
+  }, [enabled, rate, videoRef]);
 }
@@ -1,9 +1,10 @@
-import { prisma } from "@/lib/prisma";
-import BackButton from "@/app/components/BackButton";
-import AwemeDetailClient from "./Client";
 import type { Metadata } from "next";
+import BackButton from "@/app/components/BackButton";
+import { resolveEffectiveContentTags } from "@/lib/asr-tags";
 import { getFileUrl } from "@/lib/minio";
-import { AwemeData, VideoTranscript } from "./types";
+import { prisma } from "@/lib/prisma";
+import AwemeDetailClient from "./Client";
+import type { AwemeData, VideoTranscript } from "./types";

 export async function generateMetadata({
  params,
@@ -53,7 +54,7 @@ export default async function AwemeDetail({
  const [video, post] = await Promise.all([
    prisma.video.findUnique({
      where: { aweme_id: id },
-      include: { author: true },
+      include: { author: true, transcript: true },
    }),
    prisma.imagePost.findUnique({
      where: { aweme_id: id },
@@ -63,65 +64,77 @@ export default async function AwemeDetail({

  if (!video && !post) return <main className="p-8">找不到该作品</main>;

-  const isVideo = !!video;
+  const isVideo = Boolean(video);

  // 获取评论总数
  const commentsCount = await prisma.comment.count({
    where: isVideo ? { videoId: id } : { imagePostId: id },
  });
-  const aweme = isVideo ? video : post;

-  const data: AwemeData = {
-    aweme_id: aweme!.aweme_id,
-    desc: aweme!.desc,
-    created_at: aweme!.created_at,
-    likesCount: Number(aweme!.digg_count),
-    commentsCount,
-    author: {
-      nickname: aweme!.author.nickname,
-      avatar_url: getFileUrl(aweme!.author.avatar_url || "default-avatar.png"),
-      sec_uid: aweme!.author.sec_uid,
-    },
-    ...(() => {
-      if (isVideo) {
-        const aweme = video!;
-        return {
-          type: "video" as const,
-          cover_url: getFileUrl(aweme!.cover_url ?? "default-cover.png"),
-          cover_size: { h: aweme.height ?? 0, w: aweme.width ?? 0 },
-          duration_ms: aweme!.duration_ms,
-          video_url: getFileUrl(aweme!.video_url),
-          width: aweme!.width ?? null,
-          height: aweme!.height ?? null,
-        };
-      } else {
-        const aweme = post!;
-        return {
-          type: "image" as const,
-          cover_url: getFileUrl(aweme!.images[0].url ?? "default-cover.png"),
-          cover_size: {
-            h: aweme!.images[0].height ?? 0,
-            w: aweme!.images[0].width ?? 0,
-          },
-          images: aweme!.images.map((img) => ({
-            ...img,
-            url: getFileUrl(img.url),
-            animated: img.animated ? getFileUrl(img.animated) : null,
-          })),
-          music_url: getFileUrl(aweme!.music_url || "default-music.mp3"),
-        };
-      }
-    })(),
-  };
+  let data: AwemeData;
+  let currentCreatedAt: Date;
+  let transcript: VideoTranscript | null = null;

-  const transcript: VideoTranscript | null = isVideo
-    ? await prisma.videoTranscript.findUnique({
-        where: { videoId: id },
-      })
-    : null;
+  if (video) {
+    transcript = video.transcript ?? null;
+    currentCreatedAt = video.created_at;
+    data = {
+      type: "video",
+      aweme_id: video.aweme_id,
+      desc: video.desc,
+      created_at: video.created_at,
+      likesCount: Number(video.digg_count),
+      commentsCount,
+      author: {
+        nickname: video.author.nickname,
+        avatar_url: getFileUrl(video.author.avatar_url || "default-avatar.png"),
+        sec_uid: video.author.sec_uid,
+      },
+      cover_url: getFileUrl(video.cover_url ?? "default-cover.png"),
+      cover_size: { h: video.height ?? 0, w: video.width ?? 0 },
+      duration_ms: video.duration_ms,
+      video_url: getFileUrl(video.video_url),
+      width: video.width ?? null,
+      height: video.height ?? null,
+      content_tags: resolveEffectiveContentTags(
+        video.manual_content_tags,
+        transcript?.content_tags,
+      ),
+      manual_content_tags: video.manual_content_tags,
+      asr_content_tags: transcript?.content_tags ?? [],
+    };
+  } else if (post) {
+    const coverImage = post.images[0];
+    currentCreatedAt = post.created_at;
+    data = {
+      type: "image",
+      aweme_id: post.aweme_id,
+      desc: post.desc,
+      created_at: post.created_at,
+      likesCount: Number(post.digg_count),
+      commentsCount,
+      author: {
+        nickname: post.author.nickname,
+        avatar_url: getFileUrl(post.author.avatar_url || "default-avatar.png"),
+        sec_uid: post.author.sec_uid,
+      },
+      cover_url: getFileUrl(coverImage?.url ?? "default-cover.png"),
+      cover_size: {
+        h: coverImage?.height ?? 0,
+        w: coverImage?.width ?? 0,
+      },
+      images: post.images.map((img) => ({
+        ...img,
+        url: getFileUrl(img.url),
+        animated: img.animated ? getFileUrl(img.animated) : null,
+      })),
+      music_url: getFileUrl(post.music_url || "default-music.mp3"),
+    };
+  } else {
+    return <main className="p-8">找不到该作品</main>;
+  }

  // Compute prev/next neighbors by created_at across videos and image posts
-  const currentCreatedAt = isVideo ? video!.created_at : post!.created_at;
  const [newerVideo, newerPost, olderVideo, olderPost] = await Promise.all([
    prisma.video.findFirst({
      where: { created_at: { gt: currentCreatedAt } },
@@ -24,6 +24,9 @@ export type VideoData = {
  video_url: string;
  width: number | null;
  height: number | null;
+  content_tags: string[];
+  manual_content_tags: string[];
+  asr_content_tags: string[];
  author: User;
  commentsCount: number;
  likesCount: number;
@@ -1,9 +1,10 @@
 "use client";
-import { ThumbsUp } from "lucide-react";
+import { Check, ThumbsUp, X } from "lucide-react";
 import Image from "next/image";
 import Link from "next/link";
 import { useCallback, useEffect, useRef, useState } from "react";
 import type { FeedItem, FeedResponse } from "@/app/types/feed";
+import { ASR_CONTENT_TAGS } from "@/lib/asr-tags";
 import HoverVideo from "./HoverVideo";

 const COLUMN_KEYS = ["feed-col-0", "feed-col-1", "feed-col-2", "feed-col-3"];
@@ -18,6 +19,13 @@ type Props = {
  fetchUrl?: string;
 };

+type TagUpdateResponse = {
+  updated?: {
+    aweme_id: string;
+    content_tags: string[];
+  }[];
+};
+
 export default function FeedMasonry({
  initialItems,
  initialCursor,
@@ -27,6 +35,10 @@ export default function FeedMasonry({
  const [cursor, setCursor] = useState<string | null>(initialCursor);
  const [loading, setLoading] = useState(false);
  const [ended, setEnded] = useState(!initialCursor);
+  const [selectedIds, setSelectedIds] = useState<Set<string>>(new Set());
+  const [batchTag, setBatchTag] = useState<string>(ASR_CONTENT_TAGS[0]);
+  const [batchSaving, setBatchSaving] = useState(false);
+  const [batchError, setBatchError] = useState<string | null>(null);

  const sentinelRef = useRef<HTMLDivElement | null>(null);
  const containerRef = useRef<HTMLDivElement | null>(null);
@@ -168,115 +180,193 @@ export default function FeedMasonry({
    return () => io.disconnect();
  }, [fetchMore]);

-  const renderCard = useCallback(
-    (item: FeedItem) => (
-      <article
-        key={item.aweme_id}
-        className="mb-4 group relative overflow-hidden rounded-2xl shadow-sm ring-1 ring-black/5 bg-white/80 dark:bg-zinc-900/60 backdrop-blur-sm transition-transform duration-300 hover:-translate-y-1"
-      >
-        <Link
-          href={`/aweme/${item.aweme_id}`}
-          target="_blank"
-          className="block relative w-full"
-        >
-          <div
-            className="relative w-full"
-            style={{
-              aspectRatio: getAspectRatio(item),
-            }}
-          >
-            {item.type === "video" ? (
-              <HoverVideo
-                videoUrl={item.video_url}
-                coverUrl={item.cover_url}
-                className="absolute inset-0 w-full h-full"
-              />
-            ) : (
-              <Image
-                fill
-                src={item.cover_url || "/placeholder.svg"}
-                alt={item.desc?.slice(0, 20) || "image"}
-                unoptimized
-                className="absolute inset-0 w-full h-full object-cover"
-              />
-            )}
-            <div className="pointer-events-none absolute inset-0 bg-gradient-to-t from-black/50 via-black/0 to-black/0 opacity-70" />
-            <div className="absolute left-3 bottom-3 right-3 flex items-end justify-between gap-3">
-              <div className="min-w-0">
-                <p className="text-white/95 text-sm leading-tight line-clamp-2 drop-shadow">
-                  {item.desc}
-                </p>
-                {!!item.content_tags?.length && (
-                  <div className="mt-2 flex flex-wrap gap-1">
-                    {item.content_tags.map((tag) => (
-                      <span
-                        key={tag}
-                        className="rounded-full bg-blue-500/80 px-2 py-0.5 text-xs text-white shadow"
-                      >
-                        {tag}
-                      </span>
-                    ))}
-                  </div>
-                )}
-              </div>
-              <span className="shrink-0 inline-flex items-center gap-2 rounded-full bg-white/85 px-2 py-1 text-xs text-zinc-800">
-                {item.type === "video" ? "视频" : "图文"}
-              </span>
-            </div>
-          </div>
-        </Link>
+  const toggleSelection = useCallback((awemeId: string) => {
+    setSelectedIds((current) => {
+      const next = new Set(current);
+      if (next.has(awemeId)) next.delete(awemeId);
+      else next.add(awemeId);
+      return next;
+    });
+    setBatchError(null);
+  }, []);

-        <div className="flex items-center gap-2 p-3">
-          {item.author.sec_uid ? (
-            <Link
-              href={`/author/${item.author.sec_uid}`}
-              className="flex items-center gap-2 min-w-0 flex-1 hover:opacity-80 transition-opacity"
-            >
-              <div className="size-6 rounded-full overflow-hidden bg-zinc-200 shrink-0">
-                {item.author.avatar_url ? (
-                  <Image
-                    src={item.author.avatar_url}
-                    alt="avatar"
-                    width={24}
-                    height={24}
-                    unoptimized
-                    className="w-full h-full object-cover"
-                  />
-                ) : null}
-              </div>
-              <span className="text-sm text-zinc-700 dark:text-zinc-300 truncate">
-                {item.author.nickname}
-              </span>
-            </Link>
-          ) : (
-            <div className="flex items-center gap-2 min-w-0 flex-1">
-              <div className="size-6 rounded-full overflow-hidden bg-zinc-200 shrink-0">
-                {item.author.avatar_url ? (
-                  <Image
-                    src={item.author.avatar_url}
-                    alt="avatar"
-                    width={24}
-                    height={24}
-                    unoptimized
-                    className="w-full h-full object-cover"
-                  />
-                ) : null}
-              </div>
-              <span className="text-sm text-zinc-700 dark:text-zinc-300 truncate">
-                {item.author.nickname}
-              </span>
-            </div>
-          )}
-          <span className="ml-auto text-sm text-zinc-700 dark:text-zinc-300 flex items-center gap-1">
-            {item.likes}{" "}
-            <ThumbsUp size={16} style={{ color: "var(--color-zinc-700)" }} />
-          </span>
-        </div>
-      </article>
-    ),
+  const clearSelection = useCallback(() => {
+    setSelectedIds(new Set());
+    setBatchError(null);
+  }, []);
+
+  const applyUpdatedTags = useCallback(
+    (updates: TagUpdateResponse["updated"]) => {
+      if (!updates?.length) return;
+      const tagMap = new Map(
+        updates.map((item) => [item.aweme_id, item.content_tags] as const),
+      );
+      setColumns((currentColumns) =>
+        currentColumns.map((column) =>
+          column.map((item) =>
+            tagMap.has(item.aweme_id)
+              ? { ...item, content_tags: tagMap.get(item.aweme_id) ?? [] }
+              : item,
+          ),
+        ),
+      );
+    },
    [],
  );

+  const handleBatchAddTag = useCallback(async () => {
+    const awemeIds = [...selectedIds];
+    if (awemeIds.length === 0 || batchSaving) return;
+    setBatchSaving(true);
+    setBatchError(null);
+    try {
+      const response = await fetch("/api/asr/tags", {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({ awemeIds, tag: batchTag, mode: "add" }),
+      });
+      if (!response.ok) throw new Error("批量添加标签失败");
+      const data: TagUpdateResponse = await response.json();
+      applyUpdatedTags(data.updated);
+      clearSelection();
+    } catch (error) {
+      setBatchError(
+        error instanceof Error ? error.message : "批量添加标签失败",
+      );
+    } finally {
+      setBatchSaving(false);
+    }
+  }, [applyUpdatedTags, batchSaving, batchTag, clearSelection, selectedIds]);
+
+  const renderCard = useCallback(
+    (item: FeedItem) => {
+      const selected = selectedIds.has(item.aweme_id);
+      return (
+        <article
+          key={item.aweme_id}
+          className={`mb-4 group relative overflow-hidden rounded-2xl bg-white/80 shadow-sm backdrop-blur-sm transition-transform duration-300 hover:-translate-y-1 dark:bg-zinc-900/60 ${
+            selected ? "ring-2 ring-blue-500" : "ring-1 ring-black/5"
+          }`}
+        >
+          {item.type === "video" && (
+            <button
+              type="button"
+              onClick={() => toggleSelection(item.aweme_id)}
+              className={`absolute left-3 top-3 z-20 inline-flex h-8 w-8 items-center justify-center rounded-full border text-white shadow-lg backdrop-blur transition-colors ${
+                selected
+                  ? "border-blue-300 bg-blue-600"
+                  : "border-white/25 bg-black/35 hover:bg-black/55"
+              }`}
+              aria-pressed={selected}
+              aria-label={selected ? "取消选择视频" : "选择视频"}
+            >
+              {selected && <Check size={17} />}
+            </button>
+          )}
+          <Link
+            href={`/aweme/${item.aweme_id}`}
+            target="_blank"
+            className="block relative w-full"
+          >
+            <div
+              className="relative w-full"
+              style={{
+                aspectRatio: getAspectRatio(item),
+              }}
+            >
+              {item.type === "video" ? (
+                <HoverVideo
+                  videoUrl={item.video_url}
+                  coverUrl={item.cover_url}
+                  className="absolute inset-0 w-full h-full"
+                />
+              ) : (
+                <Image
+                  fill
+                  src={item.cover_url || "/placeholder.svg"}
+                  alt={item.desc?.slice(0, 20) || "image"}
+                  unoptimized
+                  className="absolute inset-0 w-full h-full object-cover"
+                />
+              )}
+              <div className="pointer-events-none absolute inset-0 bg-gradient-to-t from-black/50 via-black/0 to-black/0 opacity-70" />
+              <div className="absolute left-3 bottom-3 right-3 flex items-end justify-between gap-3">
+                <div className="min-w-0">
+                  <p className="text-white/95 text-sm leading-tight line-clamp-2 drop-shadow">
+                    {item.desc}
+                  </p>
+                  {!!item.content_tags?.length && (
+                    <div className="mt-2 flex flex-wrap gap-1">
+                      {item.content_tags.map((tag) => (
+                        <span
+                          key={tag}
+                          className="rounded-full bg-blue-500/80 px-2 py-0.5 text-xs text-white shadow"
+                        >
+                          {tag}
+                        </span>
+                      ))}
+                    </div>
+                  )}
+                </div>
+                <span className="shrink-0 inline-flex items-center gap-2 rounded-full bg-white/85 px-2 py-1 text-xs text-zinc-800">
+                  {item.type === "video" ? "视频" : "图文"}
+                </span>
+              </div>
+            </div>
+          </Link>
+
+          <div className="flex items-center gap-2 p-3">
+            {item.author.sec_uid ? (
+              <Link
+                href={`/author/${item.author.sec_uid}`}
+                className="flex items-center gap-2 min-w-0 flex-1 hover:opacity-80 transition-opacity"
+              >
+                <div className="size-6 rounded-full overflow-hidden bg-zinc-200 shrink-0">
+                  {item.author.avatar_url ? (
+                    <Image
+                      src={item.author.avatar_url}
+                      alt="avatar"
+                      width={24}
+                      height={24}
+                      unoptimized
+                      className="w-full h-full object-cover"
+                    />
+                  ) : null}
+                </div>
+                <span className="text-sm text-zinc-700 dark:text-zinc-300 truncate">
+                  {item.author.nickname}
+                </span>
+              </Link>
+            ) : (
+              <div className="flex items-center gap-2 min-w-0 flex-1">
+                <div className="size-6 rounded-full overflow-hidden bg-zinc-200 shrink-0">
+                  {item.author.avatar_url ? (
+                    <Image
+                      src={item.author.avatar_url}
+                      alt="avatar"
+                      width={24}
+                      height={24}
+                      unoptimized
+                      className="w-full h-full object-cover"
+                    />
+                  ) : null}
+                </div>
+                <span className="text-sm text-zinc-700 dark:text-zinc-300 truncate">
+                  {item.author.nickname}
+                </span>
+              </div>
+            )}
+            <span className="ml-auto text-sm text-zinc-700 dark:text-zinc-300 flex items-center gap-1">
+              {item.likes}{" "}
+              <ThumbsUp size={16} style={{ color: "var(--color-zinc-700)" }} />
+            </span>
+          </div>
+        </article>
+      );
+    },
+    [selectedIds, toggleSelection],
+  );
+
  return (
    <>
      {/* Masonry（按列渲染，动态分配到最短列） */}
@@ -299,6 +389,54 @@ export default function FeedMasonry({
      >
        {ended ? "没有更多了" : loading ? "加载中…" : "下拉加载更多"}
      </div>
+      {selectedIds.size > 0 && (
+        <div className="fixed bottom-4 left-1/2 z-50 w-[min(92vw,36rem)] -translate-x-1/2 rounded-2xl border border-white/15 bg-zinc-950/92 p-3 text-white shadow-2xl backdrop-blur-xl">
+          <div className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+            <div className="flex items-center gap-2 text-sm">
+              <span className="font-medium">
+                已选择 {selectedIds.size} 个视频
+              </span>
+              {batchError && (
+                <span className="text-xs text-rose-300">{batchError}</span>
+              )}
+            </div>
+            <div className="flex items-center gap-2">
+              <select
+                value={batchTag}
+                onChange={(event) => setBatchTag(event.target.value)}
+                className="h-9 rounded-full border border-white/15 bg-white/10 px-3 text-sm text-white outline-none"
+                aria-label="选择要添加的标签"
+              >
+                {ASR_CONTENT_TAGS.map((tag) => (
+                  <option
+                    key={tag}
+                    value={tag}
+                    className="bg-zinc-900 text-white"
+                  >
+                    {tag}
+                  </option>
+                ))}
+              </select>
+              <button
+                type="button"
+                onClick={handleBatchAddTag}
+                disabled={batchSaving}
+                className="h-9 rounded-full bg-blue-600 px-4 text-sm font-medium text-white transition-colors hover:bg-blue-500 disabled:cursor-not-allowed disabled:bg-zinc-600"
+              >
+                {batchSaving ? "添加中..." : "添加标签"}
+              </button>
+              <button
+                type="button"
+                onClick={clearSelection}
+                className="inline-flex h-9 w-9 items-center justify-center rounded-full border border-white/15 bg-white/10 text-white/70 transition-colors hover:bg-white/15 hover:text-white"
+                aria-label="清空选择"
+              >
+                <X size={17} />
+              </button>
+            </div>
+          </div>
+        </div>
+      )}
    </>
  );
 }
@@ -1,6 +1,10 @@
 import type { Metadata } from "next";
 import Link from "next/link";
-import { ASR_CONTENT_TAGS, isAsrContentTag } from "@/lib/asr-tags";
+import {
+  ASR_CONTENT_TAGS,
+  isAsrContentTag,
+  resolveEffectiveContentTags,
+} from "@/lib/asr-tags";
 import { getFileUrl } from "@/lib/minio";
 import { prisma } from "@/lib/prisma";
 import FeedMasonry from "./components/FeedMasonry";
@@ -26,7 +30,15 @@ export default async function Home({
  const [videos, posts] = await Promise.all([
    prisma.video.findMany({
      where: selectedTag
-        ? { transcript: { is: { content_tags: { has: selectedTag } } } }
+        ? {
+            OR: [
+              { manual_content_tags: { has: selectedTag } },
+              {
+                manual_content_tags: { isEmpty: true },
+                transcript: { is: { content_tags: { has: selectedTag } } },
+              },
+            ],
+          }
        : undefined,
      orderBy: { created_at: "desc" },
      take: 60,
@@ -63,7 +75,10 @@ export default async function Home({
        sec_uid: v.author.sec_uid,
      },
      likes: Number(v.digg_count),
-      content_tags: v.transcript?.content_tags ?? [],
+      content_tags: resolveEffectiveContentTags(
+        v.manual_content_tags,
+        v.transcript?.content_tags,
+      ),
    })),
    ...posts.map((p) => {
      const coverPath = p.images?.[0]?.url;
@@ -38,3 +38,12 @@ export function normalizeAsrContentTags(tags: unknown): AsrContentTag[] {
  const uniqueTags = [...new Set(normalized)].slice(0, 3);
  return uniqueTags.length > 0 ? uniqueTags : ["其他"];
 }
+
+export function resolveEffectiveContentTags(
+  manualTags: readonly string[] | null | undefined,
+  asrTags: readonly string[] | null | undefined,
+) {
+  return manualTags && manualTags.length > 0
+    ? [...manualTags]
+    : [...(asrTags ?? [])];
+}
@@ -0,0 +1,5 @@
+ALTER TABLE "Video"
+ADD COLUMN "manual_content_tags" TEXT[] NOT NULL DEFAULT ARRAY[]::TEXT[];
+
+CREATE INDEX "video_manual_content_tags_idx"
+ON "Video" USING GIN ("manual_content_tags");
@@ -24,32 +24,34 @@ model Author {
 }

 model Video {
-  aweme_id      String           @id
-  desc          String
-  preview_title String?
-  duration_ms   Int
-  created_at    DateTime
-  share_url     String
-  digg_count    BigInt           @default(0)
-  comment_count BigInt           @default(0)
-  share_count   BigInt           @default(0)
-  collect_count BigInt           @default(0)
-  authorId      String
-  createdAt     DateTime         @default(now())
-  updatedAt     DateTime         @updatedAt
-  tags          String[]
-  video_url     String
-  height        Int?
-  width         Int?
-  cover_url     String?
-  fps           Int?
-  raw_json      Json?
-  comments      Comment[]
-  author        Author           @relation(fields: [authorId], references: [sec_uid], onDelete: Cascade)
-  transcript    VideoTranscript?
+  aweme_id            String           @id
+  desc                String
+  preview_title       String?
+  duration_ms         Int
+  created_at          DateTime
+  share_url           String
+  digg_count          BigInt           @default(0)
+  comment_count       BigInt           @default(0)
+  share_count         BigInt           @default(0)
+  collect_count       BigInt           @default(0)
+  authorId            String
+  createdAt           DateTime         @default(now())
+  updatedAt           DateTime         @updatedAt
+  tags                String[]
+  manual_content_tags String[]         @default([])
+  video_url           String
+  height              Int?
+  width               Int?
+  cover_url           String?
+  fps                 Int?
+  raw_json            Json?
+  comments            Comment[]
+  author              Author           @relation(fields: [authorId], references: [sec_uid], onDelete: Cascade)
+  transcript          VideoTranscript?

  @@index([authorId])
  @@index([created_at])
+  @@index([manual_content_tags], map: "video_manual_content_tags_idx", type: Gin)
 }

 model CommentUser {