feat: M1 admin console — all 10 remaining pages + signal/quality/ops infrastructure

Admin console (issues #63–72):
- Event stream viewer: live-tail ring buffer (500 events) with subject/user filters
- Feature store browser: per-user feature vector history from ml/serving
- Model registry panel: MLflow embed at /admin/models
- Experiment dashboard: LinUCB per-user stats (pulls, reward, θ) + bandit reset
- Recommendation log: per-tip explainability (policy, score, features, latency)
- Reward analytics: daily reaction breakdown + per-policy compare
- Data quality widget: missing-feature rate, stale-token rate, daily completeness
- Ops actions: replay-signal, policy enable/disable; user actions link to Users page
- SQL runner: read-only SELECT runner with saved queries
- Health rollup: fan-out to api/ml/sqlite/event-bus with auto-refresh

Backend:
- tip_scores table: logs features+policy+score+latency at every scoring call (#67)
- saved_queries table: per-admin saved SQL (#71)
- Event bus: 500-event ring buffer + tail() API (#63)
- Admin routes: /events, /tips, /reward-analytics, /data-quality, /health,
  /policies, /replay-signal, /sql, /saved-queries endpoints
- /api/ml/* admin-gated proxy to ml/serving (#64, #66)
- Shadow-policy registry in recommender (#56)

ML serving:
- /reset/{user_id}: clear bandit state + feature history (#66)
- /stats/{user_id}: pulls, cumulative reward, estimated mean, θ (#66)
- /features/{user_id}: last 100 feature vectors logged at scoring time (#64)
- Meta (pulls, rewards) persisted alongside A/b matrices

Web:
- Tip action sheet adds Helpful / Not helpful buttons (#62)
- TipFeedback type extended with helpful/not_helpful actions
- Rewards mapped: helpful=+0.5, not_helpful=−0.5

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

apps/web/src/app/tip/page.tsx

@@ -86,12 +86,17 @@ export default function TipPage() {
     } catch { setPushState('denied'); }
   }, []);
 
-  const react = async (action: 'done' | 'dismiss' | 'snooze') => {
+  const react = async (action: 'done' | 'dismiss' | 'snooze' | 'helpful' | 'not_helpful') => {
     if (!tip) return;
-    setVisible(false);
-    setState('done');
+    const isNavigating = ['done', 'dismiss', 'snooze'].includes(action);
+    if (isNavigating) {
+      setVisible(false);
+      setState('done');
+    } else {
+      setState('tip');
+    }
     await sendFeedback(tip.id, { action });
-    setTimeout(() => loadTip(), 700);
+    if (isNavigating) setTimeout(() => loadTip(), 700);
   };
 
   const onPointerDown = () => {
@@ -269,6 +274,8 @@ export default function TipPage() {
                 </p>
               )}
               <ActionButton label="Done ✓" onClick={() => react('done')} primary />
+              <ActionButton label="Helpful" onClick={() => react('helpful')} />
+              <ActionButton label="Not helpful" onClick={() => react('not_helpful')} />
               <ActionButton label="Snooze" onClick={() => react('snooze')} />
               <ActionButton label="Dismiss" onClick={() => react('dismiss')} />
               <button