fix: enforce grounded AI legal review gate

yuqei-contract-platform/apps/contract-web/src/app/admin/model-jobs/page.tsx

@@ -63,7 +63,7 @@ export default function ModelJobOperationsPage() {
             <Metric icon={Activity} label="窗口任务" value={String(snapshot.metrics.total)} />
             <Metric icon={Clock3} label="总耗时 P95" value={formatDuration(snapshot.metrics.total_latency_p95_ms)} />
             <Metric icon={CheckCircle2} label="自动门禁通过率" value={formatRate(snapshot.quality_pass_rate)} />
-            <Metric icon={ShieldAlert} label="开放告警" value={String(snapshot.alerts.length)} />
+            <Metric icon={ShieldAlert} label="复核批准率" value={formatRate(snapshot.review_approval_rate)} />
           </div>
 
           <div className="grid-two">
@@ -79,7 +79,7 @@ export default function ModelJobOperationsPage() {
                 <div className="guided-draft-progress" aria-label={`已完成 ${snapshot.completed_sample_count} / ${snapshot.target_sample_count}`}>
                   <span style={{ width: `${Math.min(100, snapshot.completed_sample_count / Math.max(1, snapshot.target_sample_count) * 100)}%` }} />
                 </div>
-                <p className="item-meta">通过 {snapshot.quality_passed} · 待人工 {snapshot.quality_needs_review} · 阻断 {snapshot.quality_failed}</p>
+                <p className="item-meta">自动通过 {snapshot.quality_passed} · 待治理复核 {snapshot.quality_needs_review} · 自动阻断 {snapshot.quality_failed}</p>
               </div>
             </section>
 
@@ -90,11 +90,13 @@ export default function ModelJobOperationsPage() {
                   <tbody>
                     <tr><th>排队 / 运行 / 已取消</th><td>{snapshot.metrics.queued} / {snapshot.metrics.running} / {snapshot.metrics.cancelled}</td></tr>
                     <tr><th>成功 / fallback / 失败</th><td>{snapshot.metrics.succeeded} / {snapshot.metrics.fallback} / {snapshot.metrics.failed}</td></tr>
-                    <tr><th>人工复核</th><td>{snapshot.metrics.awaiting_human}</td></tr>
+                    <tr><th>待治理复核</th><td>{snapshot.metrics.awaiting_human}</td></tr>
                     <tr><th>执行 P50 / P95</th><td>{formatDuration(snapshot.metrics.execution_latency_p50_ms)} / {formatDuration(snapshot.metrics.execution_latency_p95_ms)}</td></tr>
                     <tr><th>fallback / 失败率</th><td>{formatRate(snapshot.metrics.fallback_rate)} / {formatRate(snapshot.metrics.failure_rate)}</td></tr>
                     <tr><th>重试率</th><td>{formatRate(snapshot.metrics.retry_rate)}</td></tr>
-                    <tr><th>抽检要求 / 已完成</th><td>{snapshot.review_required} / {snapshot.review_completed}</td></tr>
+                    <tr><th>复核要求 / 已完成</th><td>{snapshot.review_required} / {snapshot.review_completed}</td></tr>
+                    <tr><th>接受 / 修订 / 拒绝</th><td>{snapshot.review_accepted} / {snapshot.review_corrected} / <strong>{snapshot.review_rejected}</strong></td></tr>
+                    <tr><th>法律复核门禁</th><td><span className={snapshot.review_gate_passed ? "tag tag-success" : "tag tag-danger"}>{snapshot.review_gate_passed ? "通过" : "未通过"}</span></td></tr>
                   </tbody>
                 </table>
               </div>
@@ -119,8 +121,8 @@ export default function ModelJobOperationsPage() {
               <div className="panel-header"><h2 className="panel-title">分层质量结果</h2><span className="tag">{snapshot.quality_segments.length} 个分层</span></div>
               <div className="panel-body table-wrap">
                 {snapshot.quality_segments.length === 0 ? <div className="empty-state empty-state-compact">当前窗口尚无带分层标签的样本。</div> : (
-                  <table className="data-table"><thead><tr><th>维度</th><th>分层</th><th>样本</th><th>通过率</th><th>抽检</th></tr></thead><tbody>
-                    {snapshot.quality_segments.map((segment) => <tr key={`${segment.dimension}-${segment.value}`}><td>{dimensionLabel(segment.dimension)}</td><td>{segment.value}</td><td>{segment.sample_count}</td><td>{formatRate(segment.quality_pass_rate)}</td><td>{segment.review_completed}/{segment.review_required}</td></tr>)}
+                  <table className="data-table"><thead><tr><th>维度</th><th>分层</th><th>样本</th><th>自动通过率</th><th>复核</th><th>接受/修订/拒绝</th></tr></thead><tbody>
+                    {snapshot.quality_segments.map((segment) => <tr key={`${segment.dimension}-${segment.value}`}><td>{dimensionLabel(segment.dimension)}</td><td>{segment.value}</td><td>{segment.sample_count}</td><td>{formatRate(segment.quality_pass_rate)}</td><td>{segment.review_completed}/{segment.review_required}</td><td>{segment.review_accepted}/{segment.review_corrected}/{segment.review_rejected}</td></tr>)}
                   </tbody></table>
                 )}
               </div>
@@ -149,9 +151,9 @@ export default function ModelJobOperationsPage() {
           </section>
 
           <section className="panel">
-            <div className="panel-header"><div><h2 className="panel-title">人工抽检与接管队列</h2><p className="item-meta">记录事实一致性、引用可核验性和高风险遗漏，形成规则迭代数据。</p></div><span className={reviewQueue.length ? "tag tag-warning" : "tag tag-success"}>{reviewQueue.length} 条</span></div>
+            <div className="panel-header"><div><h2 className="panel-title">治理复核与接管队列</h2><p className="item-meta">AI 受托复核优先，疑难、冲突和低置信度任务再转人工；所有结论均记录复核主体与证据。</p></div><span className={reviewQueue.length ? "tag tag-warning" : "tag tag-success"}>{reviewQueue.length} 条</span></div>
             <div className="panel-body">
-              {reviewQueue.length === 0 ? <div className="empty-state empty-state-compact">当前没有待人工抽检任务。</div> : (
+              {reviewQueue.length === 0 ? <div className="empty-state empty-state-compact">当前没有待治理复核任务。</div> : (
                 <div className="task-list">
                   {reviewQueue.map((job) => <QualityReviewCard job={job} key={job.id} onReviewed={loadSnapshot} />)}
                 </div>
@@ -205,7 +207,7 @@ function QualityReviewCard({ job, onReviewed }: { job: ModelInferenceJob; onRevi
         <ReviewSelect label="处置结论" value={payload.disposition} options={dispositionOptions} onChange={(value) => setPayload((current) => ({ ...current, disposition: value }))} />
       </div>
       <label className="field" style={{ marginTop: 12 }}><span>复核说明</span><textarea value={payload.feedback_text ?? ""} onChange={(event) => setPayload((current) => ({ ...current, feedback_text: event.target.value }))} placeholder="记录事实、引用核验结果和修订建议。" rows={3} /></label>
-      <label style={{ alignItems: "center", display: "flex", gap: 8, marginTop: 12 }}><input checked={confirmed} onChange={(event) => setConfirmed(event.target.checked)} style={{ width: "auto" }} type="checkbox" /><span>我已核对模型输出、可用法源和本案事实，并确认以上结论。</span></label>
+      <label style={{ alignItems: "center", display: "flex", gap: 8, marginTop: 12 }}><input checked={confirmed} onChange={(event) => setConfirmed(event.target.checked)} style={{ width: "auto" }} type="checkbox" /><span>复核主体已核对模型输出、可用法源和任务事实，并确认以上结论；AI 复核不得冒充人类法务。</span></label>
       {error && <div className="notice notice-error"><AlertTriangle size={16} />{error}</div>}
       <button className="button button-primary" disabled={submitting || !confirmed} onClick={() => void submit()} type="button"><CheckCircle2 size={16} />{submitting ? "提交中…" : "提交抽检结论"}</button>
     </div>

yuqei-contract-platform/apps/contract-web/src/services/contracts.ts

@@ -264,6 +264,11 @@ export type ModelJobOperationsSnapshot = {
   quality_pass_rate: number;
   review_required: number;
   review_completed: number;
+  review_accepted: number;
+  review_corrected: number;
+  review_rejected: number;
+  review_approval_rate: number;
+  review_gate_passed: boolean;
   evaluation_run_id?: string | null;
   admission: {
     running: number;
@@ -284,6 +289,10 @@ export type ModelJobOperationsSnapshot = {
     quality_failed: number;
     review_required: number;
     review_completed: number;
+    review_accepted: number;
+    review_corrected: number;
+    review_rejected: number;
+    review_approval_rate: number;
     quality_pass_rate: number;
   }>;
 };

yuqei-contract-platform/packages/contract-openapi/openapi.yaml

@@ -9143,7 +9143,7 @@ components:
         threshold: { type: number }
     ModelJobOperationsSnapshot:
       type: object
-      required: [metrics, alerts, completed_sample_count, target_sample_count, remaining_sample_count, baseline_ready, quality_passed, quality_needs_review, quality_failed, quality_pass_rate, review_required, review_completed, admission, quality_segments]
+      required: [metrics, alerts, completed_sample_count, target_sample_count, remaining_sample_count, baseline_ready, quality_passed, quality_needs_review, quality_failed, quality_pass_rate, review_required, review_completed, review_accepted, review_corrected, review_rejected, review_approval_rate, review_gate_passed, admission, quality_segments]
       properties:
         metrics:
           $ref: "#/components/schemas/ModelInferenceJobMetrics"
@@ -9161,6 +9161,11 @@ components:
         quality_pass_rate: { type: number }
         review_required: { type: integer }
         review_completed: { type: integer }
+        review_accepted: { type: integer }
+        review_corrected: { type: integer }
+        review_rejected: { type: integer }
+        review_approval_rate: { type: number }
+        review_gate_passed: { type: boolean }
         evaluation_run_id: { type: string, nullable: true }
         admission: { $ref: "#/components/schemas/ModelJobAdmissionSnapshot" }
         quality_segments:
@@ -9180,7 +9185,7 @@ components:
         accepting_submissions: { type: boolean }
     ModelJobQualitySegment:
       type: object
-      required: [dimension, value, sample_count, quality_passed, quality_needs_review, quality_failed, review_required, review_completed, quality_pass_rate]
+      required: [dimension, value, sample_count, quality_passed, quality_needs_review, quality_failed, review_required, review_completed, review_accepted, review_corrected, review_rejected, review_approval_rate, quality_pass_rate]
       properties:
         dimension: { type: string, enum: [contract_type, risk_level, industry] }
         value: { type: string }
@@ -9190,6 +9195,10 @@ components:
         quality_failed: { type: integer }
         review_required: { type: integer }
         review_completed: { type: integer }
+        review_accepted: { type: integer }
+        review_corrected: { type: integer }
+        review_rejected: { type: integer }
+        review_approval_rate: { type: number }
         quality_pass_rate: { type: number }
     ModelJobQualityReviewRequest:
       type: object