候选岗位补核心职责（赛题定义五要素齐备）；全岗位补2024-2026Q3近期演化信号并收敛未来窗口；MinHash升至256哈希修复边沿误杀；审核台展示职责/场景

webui/app.js

@@ -608,10 +608,17 @@ async function renderReviewDesk(focusId) {
     const t = candidateTrust(c, CN.jobs);
     const wins = (c.support_windows || []).slice().sort();
     const span = wins.length ? `${wins[0]} ~ ${wins[wins.length - 1]}` : "—";
+    const resp = c.responsibilities || [];
+    const summary = resp[0]
+      || `面向${(c.industries || []).join("/") || "新兴"}领域的「${c.title}」岗位（职责描述待人工补充）`;
     return `<div class="cand-card" data-cand="${esc(c.job_id)}">
       <div class="cc-head"><b>候选：${esc(c.title)}</b>
         <span class="tag ${levelTag[t.level] || "tag-gray"}">可信等级：${t.level}</span></div>
-      <div class="cc-def">职责摘要：${esc((c.responsibilities || [])[0] || `负责${c.title}相关的方案设计、开发与交付（职责描述待人工补充）`)}</div>
+      <div class="cc-def">职责摘要：${esc(summary)}</div>
+      ${resp.length > 1 ? `<div class="cc-duties">核心职责：${resp.slice(0, 5).map((d) => `<span class="tag tag-cyan">${esc(d.replace(/；\s*$/, ""))}</span>`).join(" ")}</div>` : ""}
+      <div class="cc-scens">应用场景：${(c.scenarios || []).length
+        ? c.scenarios.map((s) => `<span class="tag tag-purple">${esc(s)}</span>`).join(" ")
+        : "—"}</div>
       <div class="cc-dots">${t.dots.map((d) =>
         `<span class="cred-dot ${d.ok ? "on" : ""}" title="${esc(d.label)}：${esc(d.value)}${d.ok ? "（达标）" : "（未达标）"}"></span>`).join("")}
         <span class="cc-dots-label">${t.okCount}/4 指标达标（JD / 企业 / 增长 / 差异）</span></div>