feat(core): 火山人像素材库审核(绿/红盾)接入 + 端到端验证

- assets_client.py:照搬 AirDrama,volcengine SDK + AK/SK 签名(凭证走 settings.ASSETS_API)。
- review.py:真人资产送审/轮询编排。一团队一组(AssetReviewGroup,OneToOne),全 best-effort 不破坏主流程。
- 模型:AssetReviewGroup + Asset.review_status/review_remote_id/review_error(迁移 assets/0003)。
- 集成:真人基础资产生成后 transaction.on_commit 静默送审(services.generate_base_asset kind==person)。
- 端点 poll-reviews + 序列化暴露 review_status;前端基础资产趴每8s轮询、人物卡渲染 审核✓(绿)/审核✗·重生(红)/审核中,审核终态后停轮询。
- e2e 已验:送审→建组→processing→active(真拿到火山绿盾)。

对抗式交叉验证(2审查员,0 critical)修复:
- get_or_create_team_group 并发竞态:DB 唯一约束去重 + select_for_update 串行化远程建组,杜绝重复建组/丢送审。
- create_asset 返回空 Id 不再标 processing(否则卡死黄);processing 超 15 分钟兜底判 failed,未知 Status 记日志,防永久 processing + 无限轮询。

凭证暂借 AirDrama,.env 改 ASSETS_API_* 两行即可换;ASSETS_API_ENABLED=false 可一键关停。回归 18/18 过。

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

core/frontend/src/routes/pipeline.tsx

@@ -544,6 +544,30 @@ export function PipelinePage(props: {
   const initHash = typeof location !== "undefined" ? location.hash.match(/#stage-(\d)/) : null;
   const [viewStage, setViewStage] = useState(initHash ? Number(initHash[1]) : 1);
   const [navigated, setNavigated] = useState(Boolean(initHash));
+  // 火山人像审核状态(真人资产绿/红盾):本地覆盖 map(轮询刷新),回退 asset.review_status
+  const [reviews, setReviews] = useState<Record<string, string>>({});
+  const assetReview = (id?: string | null) => (id ? (reviews[id] || byId.get(id)?.review_status || "") : "");
+  // 在基础资产趴(stage 2)定时轮询审核状态,刷新徽章(processing → active绿 / failed红)
+  useEffect(() => {
+    if (viewStage !== 2) return;
+    let alive = true;
+    let sawProcessing = false;
+    let timer = 0;
+    const tick = async () => {
+      const r = await api.pollReviews(project.id).catch(() => null);
+      if (!alive) return;
+      const map = (r?.reviews || {}) as Record<string, string>;
+      if (Object.keys(map).length) {
+        sawProcessing = true;
+        setReviews((m) => ({ ...m, ...map }));
+      } else if (sawProcessing) {
+        window.clearInterval(timer); // 审核都终态了,停轮询省空跑(后端无 processing 资产时返回 {})
+      }
+    };
+    void tick();
+    timer = window.setInterval(tick, 8000);
+    return () => { alive = false; window.clearInterval(timer); };
+  }, [viewStage, project.id]);
   // 外部 hash 变化(浏览器前进/后退、地址栏改 #stage-N)也要切阶段——镜像有 hashchange 监听,这里补齐
   useEffect(() => {
     function onHashChange() {
@@ -2184,6 +2208,14 @@ export function PipelinePage(props: {
                                       {group.adopted_asset
                                         ? <span className="pill ok"><span className="dot"></span>已采用</span>
                                         : <span className="pill neutral"><span className="dot"></span>待采用</span>}
+                                      {/* 火山真人审核绿/红盾(仅人物已采用资产) */}
+                                      {kind === "person" && group.adopted_asset ? (() => {
+                                        const rs = assetReview(group.adopted_asset);
+                                        if (rs === "active") return <span className="pill ok" title="火山真人审核已通过" style={{ marginLeft: 4 }}><span className="dot"></span>审核✓</span>;
+                                        if (rs === "failed") return <span className="pill err" title={`审核未过:${byId.get(group.adopted_asset)?.review_error || "建议改提示词重新生成"}`} style={{ marginLeft: 4 }}><span className="dot"></span>审核✗·重生</span>;
+                                        if (rs === "processing") return <span className="pill neutral" style={{ marginLeft: 4 }}><span className="dot"></span>审核中</span>;
+                                        return null;
+                                      })() : null}
                                     </div>
                                     {/* 行38 · 可编辑提示词:改完点重跑/替换据此生成 */}
                                     <textarea