FX-4: confirm/dismiss UI for AI ghost suggestions

The S5-7 review layer could surface unconfirmed AI shapes but had no way to
resolve them (confirmed was never set true), so the only "dismiss" was deletion
and the unconfirmed count never dropped. Add the resolution loop:

- A floating review-actions panel (shown while unconfirmed > 0): Accept selected,
  Reject (delete) selected, and Accept all AI on the page. Accept flips
  props.confirmed = true.
- Human edit = implicit confirm: nudging/resizing an AI ghost marks it confirmed
  (R3.3 — a teacher who adjusts a suggestion has reviewed it). Geometry-only
  trigger, so the confirmed-only update can't recurse.
- Confidence-driven opacity: unconfirmed ghosts fade by confidence instead of a
  constant 0.72; confirmed AI renders solid with its kind icon (like manual).
- Live review counts read straight off the canvas so the unconfirmed chip/panel
  update immediately on accept/reject (the old count reflected only saved state).

Persists through the existing PUT (confirmed already round-trips). No schema or
API change.

Co-Authored-By: Claude Opus 4.8 <[email protected]>

Dockerfile

@@ -7,13 +7,37 @@ RUN if [ ! -f package-lock.json ]; then npm install --package-lock-only; fi && n
 
 COPY . .
 
-# Vite bakes VITE_* values at build time, so compose must choose the env file
+# Vite bakes VITE_* values at build time. Pass the public VITE_* values as
-# during image build, not only at container runtime.
+# build args (docker compose --env-file .env.dev) instead of COPYing an env file;
-ARG ENV_FILE=.env
+# service-host worktrees keep .env.dev as a symlink outside the Docker context.
-COPY ${ENV_FILE} .env
+ARG VITE_API_BASE
-
+ARG VITE_API_URL
-# Run build with production mode
+ARG VITE_APP_NAME
-RUN npm run build -- --mode production
+ARG VITE_APP_HMR_URL
+ARG VITE_DEV
+ARG VITE_FRONTEND_SITE_URL
+ARG VITE_SEARCH_URL
+ARG VITE_SUPABASE_ANON_KEY
+ARG VITE_SUPABASE_URL
+ARG VITE_SUPER_ADMIN_EMAIL
+ARG VITE_TLSYNC_URL
+ARG VITE_WHISPERLIVE_URL
+# Run build with production mode. Keep these as build-step environment values
+# rather than final-image ENV entries; Vite still embeds the public client config
+# into the static bundle, but nginx image metadata does not need them.
+RUN VITE_API_BASE="${VITE_API_BASE}" \
+    VITE_API_URL="${VITE_API_URL}" \
+    VITE_APP_NAME="${VITE_APP_NAME}" \
+    VITE_APP_HMR_URL="${VITE_APP_HMR_URL}" \
+    VITE_DEV="${VITE_DEV}" \
+    VITE_FRONTEND_SITE_URL="${VITE_FRONTEND_SITE_URL}" \
+    VITE_SEARCH_URL="${VITE_SEARCH_URL}" \
+    VITE_SUPABASE_ANON_KEY="${VITE_SUPABASE_ANON_KEY}" \
+    VITE_SUPABASE_URL="${VITE_SUPABASE_URL}" \
+    VITE_SUPER_ADMIN_EMAIL="${VITE_SUPER_ADMIN_EMAIL}" \
+    VITE_TLSYNC_URL="${VITE_TLSYNC_URL}" \
+    VITE_WHISPERLIVE_URL="${VITE_WHISPERLIVE_URL}" \
+    npm run build -- --mode production
 
 FROM nginx:alpine
 # Copy built files
@@ -31,6 +55,33 @@ RUN echo 'server { \
     expires -1; \
     add_header Cache-Control "no-store, no-cache, must-revalidate"; \
     } \
+    location = /health { \
+    proxy_pass http://192.168.0.64:18000/health; \
+    proxy_set_header Host $host; \
+    proxy_set_header X-Real-IP $remote_addr; \
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; \
+    } \
+    location /__ccapi/ { \
+    proxy_pass http://192.168.0.64:18000/; \
+    proxy_set_header Host $host; \
+    proxy_set_header X-Real-IP $remote_addr; \
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; \
+    } \
+    location /__supabase/ { \
+    proxy_pass http://192.168.0.94:8000/; \
+    proxy_set_header Host $host; \
+    proxy_set_header X-Real-IP $remote_addr; \
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; \
+    proxy_set_header Upgrade $http_upgrade; \
+    proxy_set_header Connection "upgrade"; \
+    proxy_http_version 1.1; \
+    } \
+    location /api/ { \
+    proxy_pass http://192.168.0.64:18000/api/; \
+    proxy_set_header Host $host; \
+    proxy_set_header X-Real-IP $remote_addr; \
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; \
+    } \
     location / { \
     try_files $uri $uri/ /index.html; \
     expires 30d; \

docker-compose.dev.yml

@@ -16,7 +16,28 @@ services:
       context: .
       dockerfile: Dockerfile
       args:
-        ENV_FILE: .env.dev
+        # app-dev is served by nginx on the app host; browser API calls must stay
+        # same-origin and pass through Dockerfile's /__ccapi proxy. The proxy
+        # strips that prefix before forwarding, preserving mixed backend routes
+        # such as /api/exam, /me/bootstrap, and /database/timetable.
+        # Supabase is likewise routed same-origin via Dockerfile's /__supabase
+        # proxy -> dev Supabase .94 (no CORS, browser-network-agnostic). The
+        # leading-slash URL is resolved against window.location.origin in
+        # supabaseClient.ts. Provide the matching .94 anon key as a build arg
+        # (VITE_SUPABASE_ANON_KEY) so it pairs with the .94 backend.
+        # .env.dev still points at the LAN API/Supabase for local Vite/dev tooling.
+        VITE_API_BASE: /__ccapi
+        VITE_API_URL: /__ccapi
+        VITE_SUPABASE_URL: /__supabase
+        VITE_APP_NAME: ${VITE_APP_NAME:-Classroom Copilot}
+        VITE_APP_HMR_URL: ${VITE_APP_HMR_URL:-}
+        VITE_DEV: ${VITE_DEV:-false}
+        VITE_FRONTEND_SITE_URL: ${VITE_FRONTEND_SITE_URL:-}
+        VITE_SEARCH_URL: ${VITE_SEARCH_URL:-}
+        VITE_SUPABASE_ANON_KEY: ${VITE_SUPABASE_ANON_KEY:-}
+        VITE_SUPER_ADMIN_EMAIL: ${VITE_SUPER_ADMIN_EMAIL:-}
+        VITE_TLSYNC_URL: ${VITE_TLSYNC_URL:-}
+        VITE_WHISPERLIVE_URL: ${VITE_WHISPERLIVE_URL:-}
     env_file:
       - .env.dev
     ports:

src/AppRoutes.admin.test.tsx

@@ -35,6 +35,9 @@ vi.mock('./pages/exam', () => ({
   ExamDashboardPage: () => <div>Exam Marker</div>,
   ExamTemplateSetupPage: () => <div>Exam Template Setup</div>,
   MarkSchemePage: () => <div>Mark Scheme editor</div>,
+  ExamMarkingPage: () => <div>Exam Marking</div>,
+  ExamResultsPage: () => <div>Exam Results</div>,
+  ResultsWidget: () => <div>Results Widget</div>,
 }));
 vi.mock('./pages/user/calendarPage', () => ({ default: () => <div>Calendar</div> }));
 vi.mock('./pages/user/settingsPage', () => ({ default: () => <div>Settings</div> }));

src/AppRoutes.tsx

@@ -7,7 +7,7 @@ import LoginPage from './pages/auth/loginPage';
 import SignupPage from './pages/auth/signupPage';
 import SinglePlayerPage from './pages/tldraw/singlePlayerPage';
 import MultiplayerUser from './pages/tldraw/multiplayerUser';
-import { ExamDashboardPage, ExamTemplateSetupPage, MarkSchemePage } from './pages/exam';
+import { ExamDashboardPage, ExamMarkingPage, ExamResultsPage, ExamTemplateSetupPage, MarkSchemePage } from './pages/exam';
 import { ErrorBoundary } from './components/ErrorBoundary';
 import CalendarPage from './pages/user/calendarPage';
 import SettingsPage from './pages/user/settingsPage';
@@ -169,6 +169,7 @@ const AppRoutes: React.FC = () => {
             <Route path="/classes" element={<ClassesPage />} />
             <Route path="/my-classes" element={<MyClassesPage />} />
             <Route path="/classes/:classId" element={<ClassDetailPage />} />
+            <Route path="/timetable/classes/:classId" element={<ClassDetailPage />} />
             <Route path="/student-lessons" element={<StudentLessonsPage />} />
             <Route path="/lesson-plans" element={<LessonPlansPage />} />
             <Route path="/lesson-plans/:planId" element={<LessonPlanDetailPage />} />
@@ -185,6 +186,8 @@ const AppRoutes: React.FC = () => {
             <Route path="/exam-marker" element={<ErrorBoundary><ExamDashboardPage /></ErrorBoundary>} />
             <Route path="/exam-marker/:templateId/setup" element={<ErrorBoundary><ExamTemplateSetupPage /></ErrorBoundary>} />
             <Route path="/exam-marker/:templateId/marks" element={<ErrorBoundary><MarkSchemePage /></ErrorBoundary>} />
+            <Route path="/exam-marker/:batchId/mark" element={<ErrorBoundary><ExamMarkingPage /></ErrorBoundary>} />
+            <Route path="/exam-marker/:batchId/results" element={<ErrorBoundary><ExamResultsPage /></ErrorBoundary>} />
             <Route path="/doc-intelligence/:fileId" element={<CCDocumentIntelligence />} />
             <Route path="/morphic" element={<MorphicPage />} />
             <Route path="/tldraw-dev" element={<TLDrawDevPage />} />

src/pages/auth/PlatformAdminPage.tsx

@@ -102,6 +102,17 @@ const PlatformAdminPage: React.FC = () => {
                 </Grid>
             )}
 
+            <Alert severity="warning" sx={{ mb: 3 }}>
+                <Typography variant="subtitle2" sx={{ fontWeight: 700 }}>Destructive reset scope: exam-corpus</Typography>
+                <Typography variant="body2">
+                    The <strong>exam-corpus</strong> reset is not limited to public papers. It wipes the entire
+                    exam-marker subsystem: public corpus/eb_* data, cc.examboards storage, templates, template
+                    layouts, questions, boundaries, response areas, marking batches, student submissions, and
+                    mark entries. Use it only when you intend to rebuild all exam-marker data; it does not reset
+                    schools, users, or timetable data.
+                </Typography>
+            </Alert>
+
             <Typography variant="subtitle2" sx={{ mb: 1 }}>Schools ({loading ? '…' : schools.length})</Typography>
 
             {loading ? (

src/pages/exam/ExamDashboardPage.tsx

@@ -315,20 +315,20 @@ const ExamDashboardPage: React.FC = () => {
                           {t.exam_code && (
                             <Typography variant="caption" color="text.secondary">{t.exam_code}</Typography>
                           )}
-                          <Stack spacing={1} sx={{ mt: 'auto', pt: 1 }}>
+                          <Box sx={{ mt: 'auto', pt: 1, display: 'flex', alignItems: 'center', justifyContent: 'space-between' }}>
-                            <Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between' }}>
+                            <Chip size="small" label={t.status} color={STATUS_COLOR[t.status] ?? 'default'} variant="outlined" />
-                              <Chip size="small" label={t.status} color={STATUS_COLOR[t.status] ?? 'default'} variant="outlined" />
+                            <Typography variant="caption" color="text.secondary">
-                              <Typography variant="caption" color="text.secondary">
+                              Updated {new Date(t.updated_at).toLocaleDateString()}
-                                Updated {new Date(t.updated_at).toLocaleDateString()}
+                            </Typography>
-                              </Typography>
+                          </Box>
-                            </Box>
+                          <Stack direction="row" spacing={1} sx={{ pt: 0.5 }}>
                             <Button
                               size="small"
                               variant="outlined"
                               onClick={(e) => { e.stopPropagation(); navigate(`/exam-marker/${t.id}/marks`); }}
                               startIcon={<GradingIcon fontSize="small" />}
                             >
-                              Mark scheme
+                              Edit marks
                             </Button>
                           </Stack>
                         </Paper>

src/pages/exam/ExamMarkingPage.tsx

@@ -0,0 +1,233 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate, useParams } from 'react-router-dom';
+import { v5 as uuidv5 } from 'uuid';
+import {
+  Alert,
+  Box,
+  Button,
+  Card,
+  CardContent,
+  Chip,
+  CircularProgress,
+  Container,
+  Divider,
+  List,
+  ListItemButton,
+  ListItemText,
+  Stack,
+  TextField,
+  Typography,
+} from '@mui/material';
+import ArrowBackIcon from '@mui/icons-material/ArrowBack';
+import SaveIcon from '@mui/icons-material/Save';
+import TableChartIcon from '@mui/icons-material/TableChart';
+
+import { examRepository } from '../../services/exam/examRepository';
+import type { BatchQueueResponse, ExamQuestion, ExamTemplateDetail, StudentSubmission } from '../../types/exam.types';
+
+const MARK_NAMESPACE = '3f2dbbeb-9b15-4f99-9b71-8c535f8dc3d0';
+
+function stableMarkId(batchId: string, submissionId: string, questionId: string) {
+  return uuidv5(`${batchId}:${submissionId}:${questionId}`, MARK_NAMESPACE);
+}
+
+const ExamMarkingPage: React.FC = () => {
+  const { batchId } = useParams<{ batchId: string }>();
+  const navigate = useNavigate();
+  const [queue, setQueue] = useState<BatchQueueResponse | null>(null);
+  const [template, setTemplate] = useState<ExamTemplateDetail | null>(null);
+  const [selectedId, setSelectedId] = useState<string | null>(null);
+  const [marks, setMarks] = useState<Record<string, string>>({});
+  const [comments, setComments] = useState<Record<string, string>>({});
+  const [loading, setLoading] = useState(true);
+  const [saving, setSaving] = useState(false);
+  const [message, setMessage] = useState<string | null>(null);
+  const [error, setError] = useState<string | null>(null);
+
+  const load = useCallback(async () => {
+    if (!batchId) return;
+    setLoading(true);
+    setError(null);
+    try {
+      const nextQueue = await examRepository.getBatchQueue(batchId);
+      setQueue(nextQueue);
+      setTemplate(await examRepository.getTemplate(nextQueue.batch.template_id));
+      setSelectedId((current) => current ?? nextQueue.submissions[0]?.id ?? null);
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setLoading(false);
+    }
+  }, [batchId]);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  const markableQuestions = useMemo(
+    () => (template?.questions ?? []).filter((q) => !q.is_container).sort((a, b) => a.order - b.order),
+    [template],
+  );
+  const selected = queue?.submissions.find((s) => s.id === selectedId) ?? null;
+
+  const saveSelected = async () => {
+    if (!batchId || !selected) return;
+    setSaving(true);
+    setError(null);
+    setMessage(null);
+    try {
+      const writes = markableQuestions
+        .map((q) => ({ q, raw: marks[q.id], comment: comments[q.id] }))
+        .filter(({ raw, comment }) => raw !== undefined && raw !== '' || !!comment?.trim());
+      for (const { q, raw, comment } of writes) {
+        const awarded = raw === undefined || raw === '' ? 0 : Number(raw);
+        if (Number.isNaN(awarded) || awarded < 0 || awarded > (q.max_marks ?? Number.MAX_SAFE_INTEGER)) {
+          throw new Error(`Invalid mark for ${q.label}`);
+        }
+        await examRepository.upsertMark(stableMarkId(batchId, selected.id, q.id), {
+          submission_id: selected.id,
+          question_id: q.id,
+          awarded_marks: awarded,
+          comment: comment?.trim() || undefined,
+          confirmed: true,
+        });
+      }
+      setMessage(`Saved ${writes.length} mark${writes.length === 1 ? '' : 's'} for ${selected.student_name || selected.student_id || 'student'}.`);
+      setMarks({});
+      setComments({});
+      await load();
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setSaving(false);
+    }
+  };
+
+  const chooseStudent = (submission: StudentSubmission) => {
+    setSelectedId(submission.id);
+    setMarks({});
+    setComments({});
+    setMessage(null);
+  };
+
+  if (loading) {
+    return <Box sx={{ display: 'flex', justifyContent: 'center', py: 8 }}><CircularProgress /></Box>;
+  }
+
+  if (error && !queue) {
+    return (
+      <Container maxWidth="lg" sx={{ py: 4 }}>
+        <Alert severity="error">{error}</Alert>
+        <Button sx={{ mt: 2 }} startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')}>
+          Back to Exam Marker
+        </Button>
+      </Container>
+    );
+  }
+
+  return (
+    <Container maxWidth="xl" sx={{ py: 3 }}>
+      <Stack spacing={2}>
+        <Box sx={{ display: 'flex', alignItems: 'flex-start', justifyContent: 'space-between', gap: 2, flexWrap: 'wrap' }}>
+          <Box>
+            <Button size="small" startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} sx={{ mb: 1 }}>
+              Exam Marker
+            </Button>
+            <Typography variant="h4" component="h1" fontWeight={700}>{queue?.batch.title || 'Mark exam'}</Typography>
+            <Typography variant="body2" color="text.secondary">
+              {template?.title || queue?.batch.template_id} · {queue?.progress.total ?? 0} students in queue
+            </Typography>
+          </Box>
+          <Button variant="outlined" startIcon={<TableChartIcon />} onClick={() => batchId && navigate(`/exam-marker/${batchId}/results`)}>
+            Results
+          </Button>
+        </Box>
+
+        {error && <Alert severity="error" onClose={() => setError(null)}>{error}</Alert>}
+        {message && <Alert severity="success" onClose={() => setMessage(null)}>{message}</Alert>}
+        {markableQuestions.length === 0 && (
+          <Alert severity="warning">
+            This template has no markable parts yet. Add parts in template setup before entering marks.
+          </Alert>
+        )}
+
+        <Stack direction={{ xs: 'column', md: 'row' }} spacing={2} alignItems="stretch">
+          <Card variant="outlined" sx={{ width: { xs: '100%', md: 340 }, flexShrink: 0 }}>
+            <CardContent>
+              <Typography variant="h6" gutterBottom>Marking queue</Typography>
+              <Stack direction="row" spacing={1} sx={{ mb: 1 }} flexWrap="wrap" useFlexGap>
+                <Chip size="small" label={`${queue?.progress.total ?? 0} total`} />
+                <Chip size="small" label={`${queue?.progress.absent ?? 0} absent`} color="warning" variant="outlined" />
+                <Chip size="small" label={`${queue?.progress.complete ?? 0} complete`} color="success" variant="outlined" />
+              </Stack>
+              <List dense disablePadding>
+                {(queue?.submissions ?? []).map((submission) => (
+                  <ListItemButton
+                    key={submission.id}
+                    selected={submission.id === selectedId}
+                    onClick={() => chooseStudent(submission)}
+                    sx={{ borderRadius: 1, mb: 0.5 }}
+                  >
+                    <ListItemText
+                      primary={submission.student_name || submission.student_id || 'Unknown student'}
+                      secondary={`${submission.status} · ${submission.mark_entry_count ?? 0} marks`}
+                    />
+                    <Chip size="small" label={submission.status} color={submission.status === 'absent' ? 'warning' : 'default'} variant="outlined" />
+                  </ListItemButton>
+                ))}
+              </List>
+            </CardContent>
+          </Card>
+
+          <Card variant="outlined" sx={{ flex: 1 }}>
+            <CardContent>
+              {selected ? (
+                <Stack spacing={2}>
+                  <Box>
+                    <Typography variant="h6">{selected.student_name || selected.student_id || 'Unknown student'}</Typography>
+                    <Typography variant="body2" color="text.secondary">Status: {selected.status}</Typography>
+                  </Box>
+                  <Divider />
+                  {markableQuestions.map((q: ExamQuestion) => (
+                    <Stack key={q.id} direction={{ xs: 'column', sm: 'row' }} spacing={1.5} alignItems={{ xs: 'stretch', sm: 'center' }}>
+                      <Box sx={{ minWidth: 150 }}>
+                        <Typography variant="body2" fontWeight={700}>{q.label}</Typography>
+                        <Typography variant="caption" color="text.secondary">/ {q.max_marks} marks</Typography>
+                      </Box>
+                      <TextField
+                        label="Mark"
+                        type="number"
+                        size="small"
+                        inputProps={{ min: 0, max: q.max_marks, step: 0.5 }}
+                        value={marks[q.id] ?? ''}
+                        onChange={(e) => setMarks((prev) => ({ ...prev, [q.id]: e.target.value }))}
+                        sx={{ width: { xs: '100%', sm: 120 } }}
+                      />
+                      <TextField
+                        label="Comment"
+                        size="small"
+                        value={comments[q.id] ?? ''}
+                        onChange={(e) => setComments((prev) => ({ ...prev, [q.id]: e.target.value }))}
+                        sx={{ flex: 1 }}
+                      />
+                    </Stack>
+                  ))}
+                  <Box sx={{ display: 'flex', justifyContent: 'flex-end', gap: 1 }}>
+                    <Button onClick={() => navigate(`/exam-marker/${batchId}/results`)}>Skip to results</Button>
+                    <Button variant="contained" startIcon={<SaveIcon />} onClick={saveSelected} disabled={saving || markableQuestions.length === 0}>
+                      {saving ? 'Saving…' : 'Save marks'}
+                    </Button>
+                  </Box>
+                </Stack>
+              ) : (
+                <Typography color="text.secondary" sx={{ py: 4, textAlign: 'center' }}>No submissions in this batch.</Typography>
+              )}
+            </CardContent>
+          </Card>
+        </Stack>
+      </Stack>
+    </Container>
+  );
+};
+
+export default ExamMarkingPage;

src/pages/exam/ExamResultsPage.tsx

@@ -0,0 +1,177 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate, useParams } from 'react-router-dom';
+import {
+  Alert,
+  Box,
+  Button,
+  Chip,
+  CircularProgress,
+  Container,
+  Paper,
+  Stack,
+  Table,
+  TableBody,
+  TableCell,
+  TableContainer,
+  TableHead,
+  TableRow,
+  Typography,
+} from '@mui/material';
+import ArrowBackIcon from '@mui/icons-material/ArrowBack';
+import DownloadIcon from '@mui/icons-material/Download';
+import EditIcon from '@mui/icons-material/Edit';
+
+import { examRepository } from '../../services/exam/examRepository';
+import type { BatchResultsResponse } from '../../types/exam.types';
+
+function formatMark(value: number | null | undefined) {
+  return value === null || value === undefined ? '' : String(value);
+}
+
+const ExamResultsPage: React.FC = () => {
+  const { batchId } = useParams<{ batchId: string }>();
+  const navigate = useNavigate();
+  const [data, setData] = useState<BatchResultsResponse | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [downloading, setDownloading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  const load = useCallback(async () => {
+    if (!batchId) return;
+    setLoading(true);
+    setError(null);
+    try {
+      setData(await examRepository.getBatchResults(batchId));
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setLoading(false);
+    }
+  }, [batchId]);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  const summary = useMemo(() => {
+    const rows = data?.results ?? [];
+    const presentTotals = rows
+      .map((r) => r.total)
+      .filter((v): v is number => typeof v === 'number');
+    const average = presentTotals.length
+      ? presentTotals.reduce((sum, v) => sum + v, 0) / presentTotals.length
+      : null;
+    return {
+      total: rows.length,
+      absent: rows.filter((r) => r.status === 'absent' && r.total === null).length,
+      marked: rows.filter((r) => r.total !== null).length,
+      average,
+    };
+  }, [data]);
+
+  const downloadCsv = async () => {
+    if (!batchId) return;
+    setDownloading(true);
+    setError(null);
+    try {
+      const csv = await examRepository.getBatchCsv(batchId);
+      const blob = new Blob([csv], { type: 'text/csv;charset=utf-8' });
+      const url = URL.createObjectURL(blob);
+      const a = document.createElement('a');
+      a.href = url;
+      a.download = `batch-${batchId}.csv`;
+      document.body.appendChild(a);
+      a.click();
+      a.remove();
+      URL.revokeObjectURL(url);
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setDownloading(false);
+    }
+  };
+
+  if (loading) {
+    return <Box sx={{ display: 'flex', justifyContent: 'center', py: 8 }}><CircularProgress /></Box>;
+  }
+
+  if (error || !data) {
+    return (
+      <Container maxWidth="lg" sx={{ py: 4 }}>
+        <Alert severity="error">{error || 'Results not found'}</Alert>
+        <Button sx={{ mt: 2 }} startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')}>
+          Back to Exam Marker
+        </Button>
+      </Container>
+    );
+  }
+
+  return (
+    <Container maxWidth="xl" sx={{ py: 4 }}>
+      <Stack spacing={3}>
+        <Box sx={{ display: 'flex', alignItems: 'flex-start', justifyContent: 'space-between', gap: 2, flexWrap: 'wrap' }}>
+          <Box>
+            <Button size="small" startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} sx={{ mb: 1 }}>
+              Exam Marker
+            </Button>
+            <Typography variant="h4" component="h1" fontWeight={700}>
+              {data.batch.title || 'Exam results'}
+            </Typography>
+            <Typography variant="body2" color="text.secondary">
+              Batch {data.batch.id} · created {new Date(data.batch.created_at).toLocaleDateString('en-GB')}
+            </Typography>
+          </Box>
+          <Stack direction="row" spacing={1}>
+            <Button variant="outlined" startIcon={<EditIcon />} onClick={() => navigate(`/exam-marker/${data.batch.id}/mark`)}>
+              Mark
+            </Button>
+            <Button variant="contained" startIcon={<DownloadIcon />} onClick={downloadCsv} disabled={downloading}>
+              {downloading ? 'Preparing…' : 'Download CSV'}
+            </Button>
+          </Stack>
+        </Box>
+
+        <Stack direction="row" spacing={1} flexWrap="wrap" useFlexGap>
+          <Chip label={`${summary.total} students`} />
+          <Chip label={`${summary.marked} with marks`} color="success" variant="outlined" />
+          <Chip label={`${summary.absent} absent/no scan`} color="warning" variant="outlined" />
+          <Chip label={`Class average ${summary.average === null ? '—' : summary.average.toFixed(1)}`} color="primary" />
+        </Stack>
+
+        <TableContainer component={Paper} variant="outlined">
+          <Table size="small" stickyHeader>
+            <TableHead>
+              <TableRow>
+                <TableCell>Student</TableCell>
+                <TableCell>Status</TableCell>
+                {data.questions.map((q) => (
+                  <TableCell key={q.id} align="right">{q.label} / {q.max_marks}</TableCell>
+                ))}
+                <TableCell align="right">Total</TableCell>
+              </TableRow>
+            </TableHead>
+            <TableBody>
+              {data.results.map((row) => (
+                <TableRow key={row.submission_id} sx={row.status === 'absent' && row.total === null ? { opacity: 0.72 } : undefined}>
+                  <TableCell>
+                    <Typography variant="body2" fontWeight={600}>{row.student_name || row.student_id || 'Unknown student'}</Typography>
+                    {row.student_id && <Typography variant="caption" color="text.secondary">{row.student_id}</Typography>}
+                  </TableCell>
+                  <TableCell>
+                    <Chip size="small" label={row.status || 'unknown'} color={row.status === 'absent' ? 'warning' : 'default'} variant="outlined" />
+                  </TableCell>
+                  {data.questions.map((q) => (
+                    <TableCell key={q.id} align="right">{formatMark(row.marks[q.id])}</TableCell>
+                  ))}
+                  <TableCell align="right"><strong>{formatMark(row.total)}</strong></TableCell>
+                </TableRow>
+              ))}
+            </TableBody>
+          </Table>
+        </TableContainer>
+      </Stack>
+    </Container>
+  );
+};
+
+export default ExamResultsPage;

src/pages/exam/ResultsWidget.tsx

@@ -0,0 +1,169 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate } from 'react-router-dom';
+import {
+  Alert,
+  Box,
+  Button,
+  Card,
+  CardContent,
+  Chip,
+  CircularProgress,
+  MenuItem,
+  Stack,
+  TextField,
+  Typography,
+} from '@mui/material';
+import AssessmentIcon from '@mui/icons-material/Assessment';
+import PlayArrowIcon from '@mui/icons-material/PlayArrow';
+import TableChartIcon from '@mui/icons-material/TableChart';
+
+import { examRepository } from '../../services/exam/examRepository';
+import type { BatchResultsResponse, ExamTemplate, MarkingBatch } from '../../types/exam.types';
+
+interface ResultsWidgetProps {
+  classId: string;
+  className?: string;
+}
+
+function averageFromResults(results: BatchResultsResponse | null) {
+  const totals = (results?.results ?? [])
+    .map((row) => row.total)
+    .filter((value): value is number => typeof value === 'number');
+  if (!totals.length) return null;
+  return totals.reduce((sum, value) => sum + value, 0) / totals.length;
+}
+
+const ResultsWidget: React.FC<ResultsWidgetProps> = ({ classId, className }) => {
+  const navigate = useNavigate();
+  const [templates, setTemplates] = useState<ExamTemplate[]>([]);
+  const [batches, setBatches] = useState<MarkingBatch[]>([]);
+  const [latestResults, setLatestResults] = useState<BatchResultsResponse | null>(null);
+  const [selectedTemplateId, setSelectedTemplateId] = useState('');
+  const [loading, setLoading] = useState(true);
+  const [creating, setCreating] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  const load = useCallback(async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const [nextTemplates, nextBatches] = await Promise.all([
+        examRepository.listTemplates(),
+        examRepository.listBatches(),
+      ]);
+      const classBatches = nextBatches
+        .filter((batch) => batch.class_id === classId)
+        .sort((a, b) => new Date(b.created_at).getTime() - new Date(a.created_at).getTime());
+      setTemplates(nextTemplates);
+      setSelectedTemplateId((current) => current || nextTemplates[0]?.id || '');
+      setBatches(classBatches);
+      setLatestResults(classBatches[0] ? await examRepository.getBatchResults(classBatches[0].id) : null);
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setLoading(false);
+    }
+  }, [classId]);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  const latestBatch = batches[0] ?? null;
+  const average = useMemo(() => averageFromResults(latestResults), [latestResults]);
+  const absent = latestResults?.results.filter((row) => row.status === 'absent' && row.total === null).length ?? 0;
+
+  const createBatch = async () => {
+    if (!selectedTemplateId) return;
+    setCreating(true);
+    setError(null);
+    try {
+      const template = templates.find((item) => item.id === selectedTemplateId);
+      const created = await examRepository.createBatch({
+        template_id: selectedTemplateId,
+        class_id: classId,
+        title: `${className || 'Class'} · ${template?.title || 'Exam'}`,
+      });
+      navigate(`/exam-marker/${created.id}/mark`);
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setCreating(false);
+    }
+  };
+
+  return (
+    <Card variant="outlined" sx={{ mb: 2 }}>
+      <CardContent>
+        <Stack spacing={2}>
+          <Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', gap: 1, flexWrap: 'wrap' }}>
+            <Box sx={{ display: 'flex', alignItems: 'center', gap: 1 }}>
+              <AssessmentIcon color="primary" />
+              <Box>
+                <Typography variant="h6">Assessment results</Typography>
+                <Typography variant="caption" color="text.secondary">Last exam summary for this class</Typography>
+              </Box>
+            </Box>
+            {loading && <CircularProgress size={22} />}
+          </Box>
+
+          {error && <Alert severity="warning" onClose={() => setError(null)}>{error}</Alert>}
+
+          {latestBatch ? (
+            <Stack spacing={1.5}>
+              <Box>
+                <Typography variant="body2" fontWeight={700}>{latestBatch.title || 'Exam batch'}</Typography>
+                <Typography variant="caption" color="text.secondary">
+                  {new Date(latestBatch.created_at).toLocaleDateString('en-GB')}
+                </Typography>
+              </Box>
+              <Stack direction="row" spacing={1} flexWrap="wrap" useFlexGap>
+                <Chip size="small" color="primary" label={`Average ${average === null ? '—' : average.toFixed(1)}`} />
+                <Chip size="small" variant="outlined" label={`${latestResults?.results.length ?? 0} students`} />
+                <Chip size="small" color="warning" variant="outlined" label={`${absent} absent`} />
+              </Stack>
+              <Stack direction="row" spacing={1}>
+                <Button size="small" variant="contained" startIcon={<TableChartIcon />} onClick={() => navigate(`/exam-marker/${latestBatch.id}/results`)}>
+                  View results
+                </Button>
+                <Button size="small" variant="outlined" onClick={() => navigate(`/exam-marker/${latestBatch.id}/mark`)}>
+                  Continue marking
+                </Button>
+              </Stack>
+            </Stack>
+          ) : !loading ? (
+            <Typography variant="body2" color="text.secondary">
+              No exam batches have been created for this class yet.
+            </Typography>
+          ) : null}
+
+          <Stack direction={{ xs: 'column', sm: 'row' }} spacing={1} alignItems={{ xs: 'stretch', sm: 'center' }}>
+            <TextField
+              select
+              size="small"
+              label="Template"
+              value={selectedTemplateId}
+              onChange={(e) => setSelectedTemplateId(e.target.value)}
+              disabled={!templates.length || creating}
+              sx={{ minWidth: 260 }}
+            >
+              {templates.map((template) => (
+                <MenuItem key={template.id} value={template.id}>{template.title}</MenuItem>
+              ))}
+            </TextField>
+            <Button
+              variant="outlined"
+              startIcon={<PlayArrowIcon />}
+              onClick={createBatch}
+              disabled={!selectedTemplateId || creating}
+            >
+              {creating ? 'Creating…' : 'Create marking batch'}
+            </Button>
+          </Stack>
+        </Stack>
+      </CardContent>
+    </Card>
+  );
+};
+
+export default ResultsWidget;

src/pages/exam/index.ts

@@ -1,3 +1,6 @@
-export { default as ExamDashboardPage } from ./ExamDashboardPage;
+export { default as ExamDashboardPage } from './ExamDashboardPage';
-export { default as ExamTemplateSetupPage } from ./setup/ExamTemplateSetupPage;
+export { default as ExamTemplateSetupPage } from './setup/ExamTemplateSetupPage';
-export { default as MarkSchemePage } from ./MarkSchemePage;
+export { default as MarkSchemePage } from './MarkSchemePage';
+export { default as ExamMarkingPage } from './ExamMarkingPage';
+export { default as ExamResultsPage } from './ExamResultsPage';
+export { default as ResultsWidget } from './ResultsWidget';

src/pages/exam/setup/ExamTemplateSetupPage.tsx

@@ -1,10 +1,15 @@
 
 import React, { useCallback, useEffect, useMemo, useRef, useState } from 'react'
 import { useNavigate, useParams } from 'react-router-dom'
-import { Alert, Box, Button, Chip, CircularProgress, Divider, Paper, Snackbar, Stack, Tooltip, Typography, useTheme } from '@mui/material'
+import { Alert, Box, Button, Chip, CircularProgress, Collapse, Divider, IconButton, Paper, Snackbar, Stack, Tooltip, Typography, useTheme } from '@mui/material'
 import ArrowBackIcon from '@mui/icons-material/ArrowBack'
+import HelpOutlineIcon from '@mui/icons-material/HelpOutline'
+import AutoFixHighIcon from '@mui/icons-material/AutoFixHigh'
 import SaveIcon from '@mui/icons-material/Save'
 import MouseIcon from '@mui/icons-material/Mouse'
+import CheckIcon from '@mui/icons-material/Check'
+import CloseIcon from '@mui/icons-material/Close'
+import DoneAllIcon from '@mui/icons-material/DoneAll'
 import '@tldraw/tldraw/tldraw.css'
 import { Editor, Tldraw, createShapeId, TLShape } from '@tldraw/tldraw'
 import axios from 'axios'
@@ -12,7 +17,7 @@ import axios from 'axios'
 import { ErrorBoundary } from '../../../components/ErrorBoundary'
 import { logger } from '../../../debugConfig'
 import { examRepository } from '../../../services/exam/examRepository'
-import type { ExamTemplateDetail } from '../../../types/exam.types'
+import type { AutoMapJobStatus, ExamTemplateDetail } from '../../../types/exam.types'
 import { CanvasPageGeometry, ExamCanvasShapeModel, PAGE_HEIGHT, PAGE_WIDTH, isUuid, newDomainId, serializeCanvasShapes, shapesFromTemplate } from '../../../utils/exam-canvas/model'
 import { PDF_PAGE_SHAPE_TYPE, canvasShapePalette, examCanvasShapeUtils, examCanvasTools, ExamCanvasTLShape, SHAPE_TYPES, isPdfPageShape, shapeTypeToKind } from './examCanvasShapes'
 import { loadPdfPageImages, PdfPageImage } from './pdfLoader'
@@ -29,10 +34,12 @@ const TOOLS = [
   { id: SHAPE_TYPES.furniture, label: 'Furniture', icon: canvasShapePalette.furniture.icon, tip: 'Mark page numbers, margins, blank space, or decoration to exclude from extraction.', color: 'inherit' as const },
 ]
 
-const PAGE_START_X = 260
+const PAGE_START_X = 0
 const PDF_PAGE_IDS_PREFIX = 'pdf-page-'
 
 function pageGeometryFromImages(pages: PdfPageImage[]): CanvasPageGeometry[] {
+  // S5 coordinate contract: use the actual pdf.js raster dimensions that feed each page src.
+  // Server mapper emits canvas coordinates against the same PAGE_START_X=0 and stacked page heights.
   let y = 0
   return pages.map((page) => {
     const geometry = { pageNumber: page.pageNumber, x: PAGE_START_X, y, w: page.width, h: page.height }
@@ -41,6 +48,22 @@ function pageGeometryFromImages(pages: PdfPageImage[]): CanvasPageGeometry[] {
   })
 }
 
+function applyDocViewConstraints(editor: Editor, pages: PdfPageImage[]) {
+  const maxW = pages.length ? Math.max(...pages.map((p) => p.width)) : PAGE_WIDTH
+  const totalH = pages.reduce((sum, p) => sum + p.height, 0) || PAGE_HEIGHT
+  editor.setCameraOptions({
+    constraints: {
+      bounds: { x: -64, y: -64, w: maxW + 128, h: totalH + 128 },
+      padding: { x: 64, y: 64 },
+      origin: { x: 0.5, y: 0 },
+      initialZoom: 'fit-x-100',
+      baseZoom: 'default',
+      behavior: 'contain',
+    },
+    isLocked: false,
+  })
+}
+
 function apiMessage(err: unknown): { message: string; conflict: boolean } {
   if (axios.isAxiosError(err)) {
     const detail = (err.response?.data as { detail?: string } | undefined)?.detail
@@ -50,6 +73,33 @@ function apiMessage(err: unknown): { message: string; conflict: boolean } {
   return { conflict: false, message: err instanceof Error ? err.message : String(err) }
 }
 
+
+function reviewSummary(template: ExamTemplateDetail | null) {
+  if (!template) return { ai: 0, unconfirmed: 0, lowConfidence: 0 }
+  const rows = [...(template.questions ?? []), ...(template.response_areas ?? []), ...(template.boundaries ?? []), ...(template.layout ?? [])]
+  return rows.reduce((acc, row) => {
+    if (row.source === 'ai') acc.ai += 1
+    if (row.source === 'ai' && row.confirmed === false) acc.unconfirmed += 1
+    if (typeof row.confidence === 'number' && row.confidence < 0.7) acc.lowConfidence += 1
+    return acc
+  }, { ai: 0, unconfirmed: 0, lowConfidence: 0 })
+}
+
+// Live review counts read straight off the canvas shapes, so accept/reject update them immediately
+// (the template-derived reviewSummary only reflects the last *saved* state).
+function reviewFromShapes(editor: Editor | null) {
+  const acc = { ai: 0, unconfirmed: 0, lowConfidence: 0 }
+  if (!editor) return acc
+  for (const shape of editor.getCurrentPageShapes()) {
+    if (!shapeTypeToKind(shape.type)) continue
+    const p = (shape as ExamCanvasTLShape).props
+    if (p.source === 'ai') acc.ai += 1
+    if (p.source === 'ai' && p.confirmed === false) acc.unconfirmed += 1
+    if (typeof p.confidence === 'number' && p.confidence < 0.7) acc.lowConfidence += 1
+  }
+  return acc
+}
+
 function stripShapePrefix(id: string) {
   return id.startsWith('shape:') ? id.slice('shape:'.length) : id
 }
@@ -85,9 +135,18 @@ function modelFromTLShape(shape: TLShape): ExamCanvasShapeModel | null {
     responseForm: s.props.responseForm as ExamCanvasShapeModel['responseForm'],
     contextType: s.props.contextType,
     questionId: s.props.questionId ?? null,
+    source: s.props.source ?? 'manual',
+    confirmed: s.props.confirmed ?? s.props.source !== 'ai',
+    confidence: typeof s.props.confidence === 'number' ? s.props.confidence : null,
+    derivation: s.props.derivation ?? null,
   }
 }
 
+function bringDomainShapesToFront(editor: Editor) {
+  const ids = editor.getCurrentPageShapes().filter((s) => !!shapeTypeToKind(s.type)).map((s) => s.id)
+  if (ids.length) try { editor.bringToFront(ids as any) } catch { /* */ }
+}
+
 function loadShapes(editor: Editor, models: ExamCanvasShapeModel[]) {
   const existing = editor.getCurrentPageShapes().filter((s) => shapeTypeToKind(s.type)).map((s) => s.id)
   if (existing.length) editor.deleteShapes(existing)
@@ -97,7 +156,7 @@ function loadShapes(editor: Editor, models: ExamCanvasShapeModel[]) {
     type: SHAPE_TYPES[m.kind],
     x: m.x,
     y: m.y,
-    props: { w: m.w, h: m.h, label: m.label ?? m.kind, kind: m.kind, maxMarks: m.maxMarks, responseForm: m.responseForm, contextType: m.contextType, questionId: m.questionId, domainId: m.id },
+    props: { w: m.w, h: m.h, label: m.label ?? m.kind, kind: m.kind, maxMarks: m.maxMarks, responseForm: m.responseForm, contextType: m.contextType, questionId: m.questionId, domainId: m.id, source: m.source ?? 'manual', confirmed: m.confirmed ?? m.source !== 'ai', confidence: m.confidence ?? undefined, derivation: m.derivation ?? undefined, reviewFlags: m.reviewFlags?.join('|') },
   })))
 }
 
@@ -117,8 +176,7 @@ function syncPdfPages(editor: Editor, pages: PdfPageImage[]) {
       props: { w: geometry.w, h: geometry.h, src: page.src, pageNumber: geometry.pageNumber },
     } as any
   }))
-  const ids = geometries.map((geometry) => createShapeId(PDF_PAGE_IDS_PREFIX + geometry.pageNumber))
+  // z-order is enforced by the caller via bringDomainShapesToFront
-  try { editor.sendToBack(ids as any) } catch { /* tldraw 3 keeps creation order behind later region shapes */ }
 }
 
 function seedGuide(editor: Editor) {
@@ -133,6 +191,20 @@ function seedGuide(editor: Editor) {
   ])
 }
 
+
+function isAutoMapAccepted(value: unknown): value is { status: 'accepted'; job_id: string } {
+  return !!value && typeof value === 'object' && (value as { status?: string }).status === 'accepted' && typeof (value as { job_id?: unknown }).job_id === 'string'
+}
+
+function autoMapStatusLabel(status: AutoMapJobStatus | null): string {
+  if (!status) return 'Auto-map running'
+  if (status.status === 'queued') return 'Auto-map queued'
+  if (status.status === 'running') return 'Auto-map running'
+  if (status.status === 'completed') return 'Auto-map complete'
+  if (status.status === 'failed') return 'Auto-map failed'
+  return `Auto-map ${status.status}`
+}
+
 const ExamTemplateSetupInner: React.FC = () => {
   const { templateId } = useParams<{ templateId: string }>()
   const navigate = useNavigate()
@@ -148,6 +220,53 @@ const ExamTemplateSetupInner: React.FC = () => {
   const [activeTool, setActiveTool] = useState('select')
   const [pdfStatus, setPdfStatus] = useState<'loading' | 'ready' | 'missing' | 'error'>('loading')
   const [pdfError, setPdfError] = useState<string | null>(null)
+  const [guideOpen, setGuideOpen] = useState(false)
+  const [autoMapStatus, setAutoMapStatus] = useState<AutoMapJobStatus | null>(null)
+  const [autoMapBusy, setAutoMapBusy] = useState(false)
+  const [liveReview, setLiveReview] = useState({ ai: 0, unconfirmed: 0, lowConfidence: 0 })
+  const autoMapPollRef = useRef<number | null>(null)
+
+  const refreshReview = useCallback(() => setLiveReview(reviewFromShapes(editorRef.current)), [])
+
+  const applyTemplateToCanvas = useCallback((detail: ExamTemplateDetail) => {
+    setTemplate(detail)
+    const editor = editorRef.current
+    if (editor) {
+      const shapes = shapesFromTemplate(detail, pageGeometriesRef.current)
+      loadShapes(editor, shapes)
+      if (!shapes.length) seedGuide(editor)
+      bringDomainShapesToFront(editor)
+    }
+    setDirty(false)
+  }, [])
+
+  const acceptShapes = useCallback((shapes: TLShape[]) => {
+    const editor = editorRef.current
+    if (!editor) return
+    const updates = shapes
+      .filter((s) => !!shapeTypeToKind(s.type) && (s as ExamCanvasTLShape).props.source === 'ai' && (s as ExamCanvasTLShape).props.confirmed === false)
+      .map((s) => ({ id: s.id, type: s.type, props: { confirmed: true } }))
+    if (updates.length) { editor.updateShapes(updates as any); refreshReview(); setDirty(true) }
+  }, [refreshReview])
+
+  const selectedDomainShapes = useCallback((): TLShape[] => {
+    const editor = editorRef.current
+    if (!editor) return []
+    return editor.getSelectedShapeIds().map((id) => editor.getShape(id)).filter((s): s is TLShape => !!s && !!shapeTypeToKind(s.type))
+  }, [])
+
+  const acceptSelected = useCallback(() => acceptShapes(selectedDomainShapes()), [acceptShapes, selectedDomainShapes])
+  const acceptAllAi = useCallback(() => { const ed = editorRef.current; if (ed) acceptShapes(ed.getCurrentPageShapes()) }, [acceptShapes])
+  const rejectSelected = useCallback(() => {
+    const editor = editorRef.current
+    if (!editor) return
+    const ids = selectedDomainShapes().map((s) => s.id)
+    if (ids.length) { editor.deleteShapes(ids); refreshReview(); setDirty(true) }
+  }, [refreshReview, selectedDomainShapes])
+
+  // Displayed counts come live from the canvas so accept/reject reflect immediately (falls back to the
+  // saved-template summary only for the brief moment before shapes have mounted).
+  const review = (liveReview.ai || liveReview.unconfirmed) ? liveReview : reviewSummary(template)
 
   const load = useCallback(async () => {
     if (!templateId) return
@@ -170,8 +289,9 @@ const ExamTemplateSetupInner: React.FC = () => {
             const shapeId = createShapeId(PDF_PAGE_IDS_PREFIX + newPage.pageNumber)
             if (!ed.getCurrentPageShapes().find((s) => s.id === shapeId)) {
               ed.createShapes([{ id: shapeId, type: PDF_PAGE_SHAPE_TYPE, x: geometry.x, y: geometry.y, isLocked: true, props: { w: geometry.w, h: geometry.h, src: newPage.src, pageNumber: newPage.pageNumber } } as any])
-              try { ed.sendToBack([shapeId as any]) } catch { /* */ }
+              bringDomainShapesToFront(ed)
             }
+            applyDocViewConstraints(ed, partialPages)
           }
           setPdfStatus('ready')
         })
@@ -188,6 +308,9 @@ const ExamTemplateSetupInner: React.FC = () => {
       if (editor) {
         syncPdfPages(editor, pages)
         loadShapes(editor, shapesFromTemplate(detail, geometries))
+        bringDomainShapesToFront(editor)
+        applyDocViewConstraints(editor, pages)
+        editor.resetZoom()
       }
       setDirty(false)
     } catch (e) {
@@ -201,6 +324,62 @@ const ExamTemplateSetupInner: React.FC = () => {
 
   useEffect(() => { void load() }, [load])
 
+  useEffect(() => () => {
+    if (autoMapPollRef.current !== null) window.clearTimeout(autoMapPollRef.current)
+  }, [])
+
+  const pollAutoMapStatus = useCallback(async (jobId: string) => {
+    if (!templateId) return
+    try {
+      const status = await examRepository.getAutoMapStatus(templateId, jobId)
+      setAutoMapStatus(status)
+      if (status.status === 'completed') {
+        if (autoMapPollRef.current !== null) window.clearTimeout(autoMapPollRef.current)
+        autoMapPollRef.current = null
+        setAutoMapBusy(false)
+        const detail = status.template ?? await examRepository.getTemplate(templateId)
+        applyTemplateToCanvas(detail)
+        return
+      }
+      if (status.status === 'failed') {
+        if (autoMapPollRef.current !== null) window.clearTimeout(autoMapPollRef.current)
+        autoMapPollRef.current = null
+        setAutoMapBusy(false)
+        setError(status.error ?? 'Auto-map failed; existing template state was preserved.')
+        return
+      }
+      autoMapPollRef.current = window.setTimeout(() => void pollAutoMapStatus(jobId), 2500)
+    } catch (e) {
+      const msg = apiMessage(e).message
+      setAutoMapBusy(false)
+      setError(msg)
+      logger.warn('cc-exam-marker', 'Auto-map status poll failed', { templateId, jobId, message: msg })
+    }
+  }, [applyTemplateToCanvas, templateId])
+
+  const autoMapFromPdf = useCallback(async () => {
+    if (!templateId || autoMapBusy) return
+    let queued = false
+    setAutoMapBusy(true); setAutoMapStatus(null); setError(null); setConflict(null)
+    try {
+      const result = await examRepository.autoMapTemplate(templateId)
+      if (isAutoMapAccepted(result)) {
+        queued = true
+        setAutoMapStatus({ job_id: result.job_id, status: 'queued', template_id: templateId })
+        await pollAutoMapStatus(result.job_id)
+        return
+      }
+      setAutoMapStatus(null)
+      applyTemplateToCanvas(result)
+    } catch (e) {
+      const msg = apiMessage(e)
+      if (msg.conflict) setConflict(msg.message); else setError(msg.message)
+      logger.warn('cc-exam-marker', 'Auto-map request failed', { templateId, message: msg.message })
+    } finally {
+      if (!queued) setAutoMapBusy(false)
+    }
+  }, [applyTemplateToCanvas, autoMapBusy, pollAutoMapStatus, templateId])
+
   const save = useCallback(async () => {
     const editor = editorRef.current
     if (!editor || !templateId || !template) return
@@ -222,6 +401,11 @@ const ExamTemplateSetupInner: React.FC = () => {
     }
   }, [template, templateId])
 
+  const layoutSummary = useMemo(() => {
+    const rows = (template?.layout ?? []).filter((row) => row.margins_enabled && row.margin_left !== null && row.margin_right !== null)
+    return rows.slice(0, 4).map((row) => `P${row.page_index + 1} ${row.role ?? 'page'} L${Math.round(row.margin_left ?? 0)} R${Math.round(row.margin_right ?? 0)} T${Math.round(row.margin_top ?? 0)} B${Math.round(row.margin_bottom ?? 0)}`)
+  }, [template?.layout])
+
   const toolButtons = useMemo(() => TOOLS.map((tool) => (
     <Tooltip title={tool.tip} key={tool.id} placement="right">
       <Button
@@ -243,60 +427,131 @@ const ExamTemplateSetupInner: React.FC = () => {
   )), [activeTool])
 
   return (
-    <Box sx={{ position: 'fixed', inset: 0, zIndex: (t) => t.zIndex.drawer + 20, bgcolor: 'background.default' }}>
+    <Box sx={{ position: 'fixed', inset: 0, zIndex: (t) => t.zIndex.drawer + 20, bgcolor: 'background.default', display: 'flex', flexDirection: 'column' }}>
-      <Box sx={{ position: 'absolute', inset: 0, '& .tlui-layout': { display: 'none' } }} data-testid="exam-template-setup-canvas">
+
-        <Tldraw
+      {/* Top bar — single compact line */}
-          shapeUtils={examCanvasShapeUtils as any}
+      <Paper elevation={8} sx={{ px: 1.5, py: 0.75, display: 'flex', alignItems: 'center', gap: 1, bgcolor: 'background.paper', borderRadius: 0, flexShrink: 0 }}>
-          tools={examCanvasTools as any}
+        <Tooltip title="Back to exam marker">
-          hideUi
+          <IconButton onClick={() => navigate('/exam-marker')} size="small"><ArrowBackIcon fontSize="small" /></IconButton>
-          inferDarkMode={theme.palette.mode === 'dark'}
+        </Tooltip>
-          autoFocus
+        <Divider orientation="vertical" flexItem />
-          onMount={(editor) => {
+        <Typography variant="subtitle2" noWrap sx={{ flex: 1, minWidth: 0 }}>{template?.title ?? 'Template setup'}</Typography>
-            editorRef.current = editor
+        <Chip size="small" color={review.unconfirmed ? 'warning' : review.ai ? 'info' : 'default'} label={review.ai ? `AI review: ${review.unconfirmed} unconfirmed · ${review.lowConfidence} low conf` : 'Manual template'} />
-            editor.user.updateUserPreferences({ colorScheme: theme.palette.mode === 'dark' ? 'dark' : 'light' })
+        <Chip size="small" color={dirty ? 'warning' : 'success'} label={dirty ? 'Unsaved' : 'Saved'} />
-            editor.store.listen(() => setDirty(true), { scope: 'document' })
+        {(autoMapBusy || autoMapStatus) && <Chip size="small" color={autoMapStatus?.status === 'failed' ? 'error' : autoMapStatus?.status === 'completed' ? 'success' : 'info'} label={autoMapStatusLabel(autoMapStatus)} />}
-            if (template) loadShapes(editor, shapesFromTemplate(template, pageGeometriesRef.current)); else seedGuide(editor)
+        <Button size="small" variant="outlined" startIcon={autoMapBusy ? <CircularProgress size={14} /> : <AutoFixHighIcon fontSize="small" />} onClick={autoMapFromPdf} disabled={autoMapBusy || saving || loading || !template || pdfStatus !== 'ready'}>Auto-map from PDF</Button>
-          }}
+        <Button size="small" variant="contained" startIcon={saving ? <CircularProgress size={14} color="inherit" /> : <SaveIcon fontSize="small" />} onClick={save} disabled={saving || loading || !template}>Save</Button>
-        />
+      </Paper>
+
+      {/* Body row */}
+      <Box sx={{ flex: 1, display: 'flex', overflow: 'hidden' }}>
+
+        {/* Left tool sidebar */}
+        <Paper elevation={4} sx={{ width: 160, flexShrink: 0, p: 1.25, borderRadius: 0, bgcolor: 'background.paper', overflowY: 'auto', display: 'flex', flexDirection: 'column', borderRight: 1, borderColor: 'divider' }}>
+          <Stack spacing={1}>{toolButtons}</Stack>
+        </Paper>
+
+        {/* Canvas area */}
+        <Box sx={{ flex: 1, position: 'relative', overflow: 'hidden' }} data-testid="exam-template-setup-canvas">
+          <Box sx={{ position: 'absolute', inset: 0, '& .tlui-layout': { display: 'none' } }}>
+            <Tldraw
+              shapeUtils={examCanvasShapeUtils as any}
+              tools={examCanvasTools as any}
+              hideUi
+              inferDarkMode={theme.palette.mode === 'dark'}
+              autoFocus
+              onMount={(editor) => {
+                editorRef.current = editor
+                editor.user.updateUserPreferences({ colorScheme: theme.palette.mode === 'dark' ? 'dark' : 'light' })
+                editor.store.listen(() => { setDirty(true); refreshReview() }, { scope: 'document' })
+                // Treat a user nudge/resize of an AI ghost as implicit confirmation (R3.3): a teacher who
+                // adjusts a suggestion has reviewed it. Only geometry edits count, so the confirmed-only
+                // update below can't recurse.
+                editor.store.listen((entry) => {
+                  try {
+                    const updates: Array<{ id: TLShape['id']; type: string; props: { confirmed: boolean } }> = []
+                    for (const rec of Object.values(entry.changes.updated)) {
+                      const [from, to] = rec as [any, any]
+                      if (!to || to.typeName !== 'shape' || !shapeTypeToKind(to.type)) continue
+                      if (to.props?.source !== 'ai' || to.props?.confirmed !== false) continue
+                      const moved = from.x !== to.x || from.y !== to.y || from.props?.w !== to.props?.w || from.props?.h !== to.props?.h
+                      if (moved) updates.push({ id: to.id, type: to.type, props: { confirmed: true } })
+                    }
+                    if (updates.length) editor.updateShapes(updates as any)
+                  } catch { /* non-fatal: implicit-confirm is best-effort */ }
+                }, { scope: 'document', source: 'user' })
+                applyDocViewConstraints(editor, [])
+                editor.resetZoom()
+                // Only seed the example guide for a genuinely-empty template AFTER it has loaded.
+                // (Previously `else seedGuide` fired on mount while `template` was still null during
+                // the async fetch, flashing placeholder shapes before the real shapes/PDF rendered.)
+                if (template) {
+                  const s = shapesFromTemplate(template, pageGeometriesRef.current)
+                  loadShapes(editor, s)
+                  if (!s.length) seedGuide(editor)
+                }
+                bringDomainShapesToFront(editor)
+              }}
+            />
+          </Box>
+
+          {/* AI review actions — appears while there are unconfirmed suggestions to resolve */}
+          {review.unconfirmed > 0 && (
+            <Paper elevation={6} sx={{ position: 'absolute', left: 16, bottom: 16, zIndex: 1002, px: 1, py: 0.75, borderRadius: 2, bgcolor: 'background.paper', display: 'flex', alignItems: 'center', gap: 0.75 }}>
+              <Chip size="small" color="warning" label={`${review.unconfirmed} AI unconfirmed`} sx={{ fontWeight: 700 }} />
+              <Tooltip title="Accept the selected AI suggestions (nudging one also confirms it)">
+                <span><Button size="small" color="success" startIcon={<CheckIcon fontSize="small" />} onClick={acceptSelected}>Accept</Button></span>
+              </Tooltip>
+              <Tooltip title="Reject (delete) the selected shapes">
+                <span><Button size="small" color="error" startIcon={<CloseIcon fontSize="small" />} onClick={rejectSelected}>Reject</Button></span>
+              </Tooltip>
+              <Tooltip title="Accept every AI suggestion on the page">
+                <span><Button size="small" variant="contained" startIcon={<DoneAllIcon fontSize="small" />} onClick={acceptAllAi}>Accept all</Button></span>
+              </Tooltip>
+            </Paper>
+          )}
+
+          {/* Guide toggle */}
+          <Tooltip title={guideOpen ? 'Hide guide' : 'Show setup guide'} placement="left">
+            <IconButton onClick={() => setGuideOpen((v) => !v)} size="small" sx={{ position: 'absolute', right: 16, bottom: 16, zIndex: 1001, bgcolor: 'background.paper', boxShadow: 2, '&:hover': { bgcolor: 'background.paper' } }}>
+              <HelpOutlineIcon fontSize="small" color={guideOpen ? 'primary' : 'action'} />
+            </IconButton>
+          </Tooltip>
+
+          {/* Guide panel — collapsible */}
+          <Collapse in={guideOpen} sx={{ position: 'absolute', right: 16, bottom: 48, zIndex: 1000, maxWidth: 440 }}>
+            <Paper elevation={4} sx={{ p: 2, borderRadius: 3, bgcolor: 'background.paper' }}>
+              <Typography variant="subtitle2" gutterBottom>Setup guide</Typography>
+              <Typography variant="body2" color="text.secondary" sx={{ mb: 1 }}>
+                1) Boundary start/end lines define each main question. 2) Draw amber Part boxes for markable sub-questions. 3) AI suggestions render dashed/translucent with confidence and cheap review flags; manual shapes stay solid.
+              </Typography>
+              <Alert severity={review.unconfirmed || review.lowConfidence ? 'warning' : 'info'} variant="outlined" sx={{ my: 1 }}>
+                Review layer: {review.ai} AI suggestions, {review.unconfirmed} unconfirmed, {review.lowConfidence} below 70% confidence. Cheap flags include overlap, missing marks, uncertain labels, low confidence, and unconfirmed AI.
+              </Alert>
+              <Stack direction="row" spacing={0.75} useFlexGap flexWrap="wrap" sx={{ my: 1 }}>
+                {(['boundary', 'part', 'response', 'context', 'question_number', 'mark_area', 'reference', 'furniture'] as const).map((kind) => {
+                  const p = canvasShapePalette[kind]
+                  return <Chip key={kind} size="small" label={`${p.icon} ${p.label}`} sx={{ borderColor: p.stroke, color: p.stroke, bgcolor: p.fill, fontWeight: 700 }} variant="outlined" />
+                })}
+              </Stack>
+              <Divider sx={{ my: 1 }} />
+              <Typography variant="caption" color="text.secondary" display="block">Multi-page boundary pairing</Typography>
+              <Typography variant="body2" sx={{ fontWeight: 700 }}>Draw "Q start" on page N, then "Q end" on a later page; save pairs boundaries by reading order into one question span.</Typography>
+              <Typography variant="caption" color={pdfStatus === 'ready' ? 'success.main' : pdfStatus === 'error' ? 'error.main' : 'text.secondary'} sx={{ display: 'block', mt: 1 }}>
+                PDF: {pdfStatus === 'ready' ? 'loaded' : pdfStatus === 'loading' ? 'loading…' : pdfStatus === 'missing' ? 'no source PDF' : pdfError ?? 'failed'}
+              </Typography>
+              <Typography variant="caption" color="text.secondary" sx={{ display: 'block', mt: 1 }}>
+                Margins: {layoutSummary.length ? layoutSummary.join(' · ') : 'not detected yet'}
+              </Typography>
+            </Paper>
+          </Collapse>
+
+          {/* Conflict alert */}
+          {conflict && <Alert severity="warning" sx={{ position: 'absolute', top: 16, right: 16, maxWidth: 560, zIndex: 1001 }} onClose={() => setConflict(null)}>{conflict}</Alert>}
+        </Box>
       </Box>
 
-      <Paper elevation={8} sx={{ position: 'absolute', top: 12, left: 12, right: 12, px: 2, py: 1.25, display: 'flex', alignItems: 'center', gap: 1.5, borderRadius: 3, bgcolor: 'background.paper' }}>
+      {loading && <Box sx={{ position: 'absolute', inset: 0, display: 'grid', placeItems: 'center', bgcolor: 'rgba(15,23,42,.18)', zIndex: 10 }}><CircularProgress /></Box>}
-        <Button startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} size="small">Back</Button>
-        <Divider orientation="vertical" flexItem />
-        <Box sx={{ minWidth: 0, flex: 1 }}>
-          <Typography variant="subtitle1" noWrap>{template?.title ?? 'Template setup'}</Typography>
-          <Typography variant="caption" color="text.secondary">Exam Marker › Setup · coloured tools map to persisted regions; boundary start/end pairs can span pages.</Typography>
-        </Box>
-        <Chip size="small" color={dirty ? 'warning' : 'success'} label={dirty ? 'Unsaved' : 'Saved'} />
-        <Button variant="contained" startIcon={saving ? <CircularProgress size={16} color="inherit" /> : <SaveIcon />} onClick={save} disabled={saving || loading || !template}>Save</Button>
-      </Paper>
-
-      <Paper elevation={8} sx={{ position: 'absolute', top: 92, left: 12, p: 1.25, borderRadius: 3, bgcolor: 'background.paper' }}>
-        <Stack spacing={1}>{toolButtons}</Stack>
-      </Paper>
-
-      <Paper elevation={4} sx={{ position: 'absolute', right: 16, bottom: 16, maxWidth: 460, p: 2, borderRadius: 3, bgcolor: 'background.paper' }}>
-        <Typography variant="subtitle2" gutterBottom>Setup guide</Typography>
-        <Typography variant="body2" color="text.secondary" sx={{ mb: 1 }}>
-          1) Boundary start/end lines define each main question. 2) Draw amber Part boxes for markable sub-questions. 3) Draw coloured Response, Context, Q Number, Mark Area, Reference, and Furniture regions; Save derives parent links by containment.
-        </Typography>
-        <Stack direction="row" spacing={0.75} useFlexGap flexWrap="wrap" sx={{ my: 1 }}>
-          {(['boundary', 'part', 'response', 'context', 'question_number', 'mark_area', 'reference', 'furniture'] as const).map((kind) => {
-            const p = canvasShapePalette[kind]
-            return <Chip key={kind} size="small" label={`${p.icon} ${p.label}`} sx={{ borderColor: p.stroke, color: p.stroke, bgcolor: p.fill, fontWeight: 700 }} variant="outlined" />
-          })}
-        </Stack>
-        <Divider sx={{ my: 1 }} />
-        <Typography variant="caption" color="text.secondary" display="block">Multi-page boundary pairing</Typography>
-        <Typography variant="body2" sx={{ fontWeight: 700 }}>Draw “Q start” on page N, then “Q end” on a later page; save pairs boundaries by reading order into one question span.</Typography>
-        <Typography variant="caption" color="text.secondary" display="block" sx={{ mt: 0.75 }}>Open design choices resolved for v1: labels use “Q start/end”; persistent Attached pills confirm containment; rectangles stay simple for dense multi-column papers; Back button remains explicit.</Typography>
-        <Typography variant="caption" color={pdfStatus === 'ready' ? 'success.main' : pdfStatus === 'error' ? 'error.main' : 'text.secondary'} sx={{ display: 'block', mt: 1 }}>
-          PDF backdrop: {pdfStatus === 'ready' ? 'loaded and locked behind regions' : pdfStatus === 'loading' ? 'loading…' : pdfStatus === 'missing' ? 'no source PDF for this template' : pdfError ?? 'failed to load'}
-        </Typography>
-      </Paper>
-
-      {loading && <Box sx={{ position: 'absolute', inset: 0, display: 'grid', placeItems: 'center', bgcolor: 'rgba(15,23,42,.18)' }}><CircularProgress /></Box>}
-      {conflict && <Alert severity="warning" sx={{ position: 'absolute', top: 86, right: 16, maxWidth: 560 }} onClose={() => setConflict(null)}>{conflict}</Alert>}
       <Snackbar open={!!error} autoHideDuration={8000} onClose={() => setError(null)}><Alert severity="error" onClose={() => setError(null)}>{error}</Alert></Snackbar>
     </Box>
   )

src/pages/exam/setup/examCanvasShapes.tsx

@@ -1,7 +1,10 @@
 
 import React from 'react'
-import { BaseBoxShapeTool, BaseBoxShapeUtil, HTMLContainer, T, TLBaseBoxShape, toDomPrecision } from '@tldraw/tldraw'
+import { BaseBoxShapeTool, BaseBoxShapeUtil, Edge2d, HTMLContainer, ShapeUtil, T, TLBaseBoxShape, Vec, toDomPrecision } from '@tldraw/tldraw'
+import type { TLHandle } from '@tldraw/tldraw'
+import { PAGE_WIDTH } from '../../../utils/exam-canvas/model'
 import type { ExamCanvasRegionKind, ExamCanvasShapeKind } from '../../../utils/exam-canvas/model'
+import type { ExamTemplateSource } from '../../../types/exam.types'
 
 export const PDF_PAGE_SHAPE_TYPE = 'exam-pdf-page'
 
@@ -33,6 +36,11 @@ export type ExamCanvasTLShape = TLBaseBoxShape & {
     contextType?: string
     questionId?: string | null
     domainId?: string
+    source?: 'manual' | 'ai'
+    confirmed?: boolean
+    confidence?: number | null
+    derivation?: string | null
+    reviewFlags?: string
   }
 }
 
@@ -62,13 +70,71 @@ const shapeCss = `
 .exam-canvas-shape { --exam-stroke: var(--exam-light-stroke); --exam-fill: var(--exam-light-fill); }
 [data-color-mode="dark"] .exam-canvas-shape, .tl-theme__dark .exam-canvas-shape { --exam-stroke: var(--exam-dark-stroke); --exam-fill: var(--exam-dark-fill); }
 .exam-canvas-shape__pill { background: rgba(255,255,255,.90); color: var(--exam-stroke); box-shadow: 0 1px 4px rgba(15,23,42,.14); }
+.exam-canvas-shape__flag { background: rgba(251,191,36,.94); color: #78350f; box-shadow: 0 1px 4px rgba(120,53,15,.18); }
+.exam-canvas-shape__confidence { background: rgba(15,23,42,.82); color: #fff; }
 [data-color-mode="dark"] .exam-canvas-shape__pill, .tl-theme__dark .exam-canvas-shape__pill { background: rgba(15,23,42,.88); color: var(--exam-stroke); box-shadow: 0 1px 5px rgba(0,0,0,.35); }
+[data-color-mode="dark"] .exam-canvas-shape__flag, .tl-theme__dark .exam-canvas-shape__flag { background: rgba(251,191,36,.88); color: #422006; }
 `
 
+
+function confidenceLabel(confidence: number | null | undefined) {
+  return typeof confidence === 'number' ? `${Math.round(confidence * 100)}%` : null
+}
+
+// Unconfirmed AI ghosts fade by confidence (fainter = less certain); confirmed/manual render solid.
+function ghostOpacity(confidence: number | null | undefined) {
+  if (typeof confidence !== 'number') return 0.72
+  return 0.5 + 0.4 * Math.max(0, Math.min(1, confidence))
+}
+
+function reviewFlags(shape: ExamCanvasTLShape): string[] {
+  return (shape.props.reviewFlags ?? '').split('|').map((flag) => flag.trim()).filter(Boolean)
+}
+
+function provenanceTitle(shape: ExamCanvasTLShape, base: string) {
+  const bits = [base]
+  if (shape.props.source === 'ai') bits.push(shape.props.confirmed === false ? 'AI suggestion, unconfirmed' : 'AI, confirmed')
+  const confidence = confidenceLabel(shape.props.confidence)
+  if (confidence) bits.push(`confidence ${confidence}`)
+  if (shape.props.derivation) bits.push(`derivation: ${shape.props.derivation}`)
+  const flags = reviewFlags(shape)
+  if (flags.length) bits.push(`review flags: ${flags.join(', ')}`)
+  return bits.join(' • ')
+}
+
+function renderBoundaryLine(shape: ExamCanvasTLShape) {
+  const p = canvasShapePalette.boundary
+  const lineY = Math.max(1, Math.min(shape.props.h - 1, shape.props.h / 2))
+  const isAi = shape.props.source === 'ai'
+  const isGhost = isAi && shape.props.confirmed === false
+  const confidence = confidenceLabel(shape.props.confidence)
+  const flags = reviewFlags(shape)
+  return (
+    <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), overflow: 'visible', pointerEvents: 'all' }}>
+      <style>{shapeCss}</style>
+      <svg width={toDomPrecision(shape.props.w)} height={toDomPrecision(shape.props.h)} aria-label={`${p.label}: ${p.role}`} style={{ display: 'block', overflow: 'visible' }}>
+        <line x1={0} x2={toDomPrecision(shape.props.w)} y1={lineY} y2={lineY} stroke="var(--exam-stroke)" strokeWidth={2.5} strokeDasharray={isGhost ? '4 6' : p.dash} strokeLinecap="round" opacity={isGhost ? ghostOpacity(shape.props.confidence) : 1} style={{ '--exam-light-stroke': p.stroke, '--exam-dark-stroke': p.darkStroke } as React.CSSProperties} />
+      </svg>
+      <span className="exam-canvas-shape__pill" style={{ position: 'absolute', left: 8, top: -24, fontSize: 11, fontWeight: 900, textTransform: 'uppercase', letterSpacing: 0.6, borderRadius: 999, padding: '2px 7px', display: 'inline-flex', alignItems: 'center', gap: 5, color: p.stroke }}>
+        <span aria-hidden="true">{isGhost ? 'AI' : p.icon}</span>
+        {shape.props.label || p.label}
+      </span>
+      {confidence && <span className="exam-canvas-shape__pill exam-canvas-shape__confidence" style={{ position: 'absolute', right: 8, top: -24, fontSize: 11, fontWeight: 900, borderRadius: 999, padding: '2px 7px' }}>{confidence}</span>}
+      {flags.slice(0, 2).map((flag, index) => <span key={flag} className="exam-canvas-shape__pill exam-canvas-shape__flag" style={{ position: 'absolute', left: 8, top: 10 + index * 22, fontSize: 10, fontWeight: 900, borderRadius: 999, padding: '1px 6px' }}>{flag}</span>)}
+    </HTMLContainer>
+  )
+}
+
 function renderShape(shape: ExamCanvasTLShape) {
   const kind = shape.props.kind
   const p = canvasShapePalette[kind] ?? canvasShapePalette.response
   const isBoundary = kind === 'boundary'
+  const isAiSuggestion = shape.props.source === 'ai' && shape.props.confirmed === false
+  if (isBoundary) return renderBoundaryLine(shape)
+  const isAi = shape.props.source === 'ai'
+  const confidence = confidenceLabel(shape.props.confidence)
+  const flags = reviewFlags(shape)
+  const title = provenanceTitle(shape, `${p.label}: ${p.role}`)
   return (
     <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), pointerEvents: 'all' }}>
       <style>{shapeCss}</style>
@@ -80,19 +146,21 @@ function renderShape(shape: ExamCanvasTLShape) {
           '--exam-dark-stroke': p.darkStroke,
           '--exam-dark-fill': p.darkFill,
           width: '100%', height: '100%', boxSizing: 'border-box', border: `${isBoundary ? 2 : 1.5}px solid var(--exam-stroke)`,
-          borderStyle: p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
+          borderStyle: isAiSuggestion ? 'dashed' : p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
-          background: isBoundary ? 'transparent' : 'var(--exam-fill)', color: 'var(--exam-stroke)', fontFamily: 'Inter, system-ui, sans-serif',
+          background: isBoundary ? 'transparent' : 'var(--exam-fill)', opacity: isAiSuggestion ? ghostOpacity(shape.props.confidence) : 1, color: 'var(--exam-stroke)', fontFamily: 'Inter, system-ui, sans-serif',
           display: 'flex', alignItems: isBoundary ? 'center' : 'flex-start', justifyContent: isBoundary ? 'center' : 'space-between',
           padding: isBoundary ? '0 8px' : 8, boxShadow: isBoundary ? '0 0 0 3px rgba(239,68,68,0.08)' : '0 10px 22px rgba(15,23,42,0.10)', overflow: 'hidden', gap: 6,
         } as React.CSSProperties}
-        aria-label={`${p.label}: ${p.role}`}
+        aria-label={title}
-        title={`${p.label}: ${p.role}`}
+        title={title}
       >
         <span className="exam-canvas-shape__pill" style={{ fontSize: 12, fontWeight: 900, textTransform: 'uppercase', letterSpacing: 0.6, borderRadius: 999, padding: '2px 7px', display: 'inline-flex', alignItems: 'center', gap: 5 }}>
-          <span aria-hidden="true">{p.icon}</span>
+          <span aria-hidden="true">{isAiSuggestion ? 'AI' : p.icon}</span>
           {shape.props.label || p.label}
         </span>
-        {!isBoundary && shape.props.questionId && <span className="exam-canvas-shape__pill" style={{ fontSize: 11, fontWeight: 800, borderRadius: 999, padding: '2px 7px' }}>Attached</span>}
+        {confidence && <span className="exam-canvas-shape__pill exam-canvas-shape__confidence" style={{ fontSize: 11, fontWeight: 900, borderRadius: 999, padding: '2px 7px' }}>{confidence}</span>}
+        {!confidence && !isBoundary && shape.props.questionId && <span className="exam-canvas-shape__pill" style={{ fontSize: 11, fontWeight: 800, borderRadius: 999, padding: '2px 7px' }}>Attached</span>}
+        {flags.length > 0 && <span className="exam-canvas-shape__pill exam-canvas-shape__flag" style={{ position: 'absolute', left: 8, bottom: 8, fontSize: 10, fontWeight: 900, borderRadius: 999, padding: '1px 6px', maxWidth: 'calc(100% - 16px)', whiteSpace: 'nowrap', overflow: 'hidden', textOverflow: 'ellipsis' }}>{flags.slice(0, 2).join(' · ')}</span>}
         {isBoundary && <span className="exam-canvas-shape__pill" style={{ fontSize: 10, fontWeight: 800, borderRadius: 999, padding: '1px 6px' }}>pair across pages</span>}
       </div>
     </HTMLContainer>
@@ -101,10 +169,10 @@ function renderShape(shape: ExamCanvasTLShape) {
 
 function defaultProps(kind: ExamCanvasShapeKind, w: number, h: number) {
   const p = canvasShapePalette[kind]
-  return { w, h, label: p.label, kind, responseForm: kind === 'response' ? 'lines' : undefined, contextType: kind === 'context' ? 'generic' : undefined }
+  return { w, h, label: p.label, kind, responseForm: kind === 'response' ? 'lines' : undefined, contextType: kind === 'context' ? 'generic' : undefined, source: 'manual' as const, confirmed: true }
 }
 
-const sharedProps = { w: T.number, h: T.number, label: T.string, kind: T.string, maxMarks: T.optional(T.number), responseForm: T.optional(T.string), contextType: T.optional(T.string), questionId: T.optional(T.string), domainId: T.optional(T.string) }
+const sharedProps = { w: T.number, h: T.number, label: T.string, kind: T.string, maxMarks: T.optional(T.number), responseForm: T.optional(T.string), contextType: T.optional(T.string), questionId: T.optional(T.string), domainId: T.optional(T.string), source: T.optional(T.string), confirmed: T.optional(T.boolean), confidence: T.optional(T.number), derivation: T.optional(T.string), reviewFlags: T.optional(T.string) }
 const ind = (s: ExamCanvasTLShape | ExamPdfPageTLShape) => <rect width={toDomPrecision(s.props.w)} height={toDomPrecision(s.props.h)} />
 
 class PdfPageUtil extends BaseBoxShapeUtil<ExamPdfPageTLShape> {
@@ -121,7 +189,55 @@ class PdfPageUtil extends BaseBoxShapeUtil<ExamPdfPageTLShape> {
   }
   override indicator(shape: ExamPdfPageTLShape) { return ind(shape) }
 }
-class BoundaryUtil extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = SHAPE_TYPES.boundary; static override props = sharedProps; override getDefaultProps(){ return defaultProps('boundary', 680, 8) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) }; override indicator(shape: ExamCanvasTLShape){ return ind(shape) } }
+class BoundaryUtil extends ShapeUtil<ExamCanvasTLShape> {
+  static override type = SHAPE_TYPES.boundary
+  static override props = sharedProps
+
+  override getDefaultProps() { return defaultProps('boundary', PAGE_WIDTH, 8) }
+  override canEdit() { return false }
+  override canResize() { return false }
+  override canBind() { return false }
+  override hideResizeHandles() { return true }
+  override hideRotateHandle() { return true }
+  override hideSelectionBoundsBg() { return true }
+
+  private pageSpanForY(y: number) {
+    const pages = this.editor.getCurrentPageShapes().filter((shape): shape is ExamPdfPageTLShape => shape.type === PDF_PAGE_SHAPE_TYPE)
+    const hit = pages.find((page) => y >= page.y && y <= page.y + page.props.h)
+    const nearest = hit ?? pages.reduce<ExamPdfPageTLShape | null>((best, page) => {
+      if (!best) return page
+      const pageDy = Math.min(Math.abs(y - page.y), Math.abs(y - (page.y + page.props.h)))
+      const bestDy = Math.min(Math.abs(y - best.y), Math.abs(y - (best.y + best.props.h)))
+      return pageDy < bestDy ? page : best
+    }, null)
+    return nearest ? { x: nearest.x, w: nearest.props.w } : { x: 0, w: PAGE_WIDTH }
+  }
+
+  private normalize(shape: ExamCanvasTLShape): ExamCanvasTLShape {
+    const span = this.pageSpanForY(shape.y + shape.props.h / 2)
+    return { ...shape, x: span.x, rotation: 0, props: { ...shape.props, w: span.w, h: 8, kind: 'boundary' } }
+  }
+
+  override getGeometry(shape: ExamCanvasTLShape) {
+    const y = shape.props.h / 2
+    return new Edge2d({ start: new Vec(0, y), end: new Vec(shape.props.w, y) })
+  }
+
+  override getHandles(shape: ExamCanvasTLShape): TLHandle[] {
+    return [{ id: 'y', type: 'vertex', index: 'a1' as any, x: shape.props.w / 2, y: shape.props.h / 2, canSnap: false }]
+  }
+
+  override onBeforeCreate(next: ExamCanvasTLShape) { return this.normalize(next) }
+  override onBeforeUpdate(_prev: ExamCanvasTLShape, next: ExamCanvasTLShape) { return this.normalize(next) }
+  override onTranslate(initial: ExamCanvasTLShape, current: ExamCanvasTLShape): any {
+    return this.normalize({ ...current, x: initial.x })
+  }
+  override onHandleDrag(shape: ExamCanvasTLShape, { handle }: { handle: TLHandle }): any {
+    return this.normalize({ ...shape, y: shape.y + handle.y - shape.props.h / 2 })
+  }
+  override component(shape: ExamCanvasTLShape) { return renderShape(shape) }
+  override indicator(shape: ExamCanvasTLShape) { return <path d={`M 0 ${toDomPrecision(shape.props.h / 2)} L ${toDomPrecision(shape.props.w)} ${toDomPrecision(shape.props.h / 2)}`} /> }
+}
 class PartUtil extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = SHAPE_TYPES.part; static override props = sharedProps; override getDefaultProps(){ return defaultProps('part', 420, 170) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) }; override indicator(shape: ExamCanvasTLShape){ return ind(shape) } }
 function regionUtil(type: string, kind: ExamCanvasRegionKind, w = 360, h = 120) { return class extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = type; static override props = sharedProps; override getDefaultProps(){ return defaultProps(kind, w, h) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) }; override indicator(shape: ExamCanvasTLShape){ return ind(shape) } } }
 

src/pages/timetable/ClassDetailPage.tsx

@@ -9,6 +9,7 @@ import {
     ArrowBack, PersonAdd, PersonRemove, CheckCircle, Cancel, School,
 } from '@mui/icons-material';
 import { useAuth } from '../../contexts/AuthContext';
+import { ResultsWidget } from '../exam';
 
 const API_BASE = import.meta.env.VITE_API_BASE || import.meta.env.VITE_API_URL || '/api';
 
@@ -131,10 +132,20 @@ const ClassDetailPage: React.FC = () => {
         setLoading(true);
         setError(null);
         try {
-            const clsRes = await fetch(`${API_BASE}/classes/${classId}`, {
+            const clsRes = await fetch(`${API_BASE}/database/timetable/classes/${classId}`, {
                 headers: { Authorization: `Bearer ${accessToken}` },
             }).then(r => r.json());
-            if (clsRes.id) setCls(clsRes);
+            if (clsRes.id) {
+                setCls({
+                    ...clsRes,
+                    class_code: clsRes.class_code || clsRes.code,
+                    year_group: clsRes.year_group || clsRes.school_year,
+                    teachers: clsRes.teachers || [],
+                    students: clsRes.students || [],
+                    enrollment_requests: clsRes.enrollment_requests || [],
+                    student_count: clsRes.student_count ?? clsRes.students?.length ?? 0,
+                });
+            }
             else setError(clsRes.detail || 'Class not found');
             const role = bootstrapData?.active_institute?.membership_role || '';
             setIsAdmin(role === 'school_admin' || role === 'department_head');
@@ -174,20 +185,20 @@ const ClassDetailPage: React.FC = () => {
 
     const handleAddStudent = async (studentId: string) => {
         setActionError(null);
-        const res = await apiPost(`/classes/${classId}/students`, { student_id: studentId });
+        const res = await apiPost(`/database/timetable/classes/${classId}/students`, { student_id: studentId });
         if (res.status === 'ok') load();
         else setActionError(res.detail || 'Failed to add student');
     };
 
     const handleRemoveStudent = async (studentId: string) => {
         setActionError(null);
-        await apiDelete(`/classes/${classId}/students/${studentId}`);
+        await apiDelete(`/database/timetable/classes/${classId}/students/${studentId}`);
         load();
     };
 
     const handleEnrollmentResponse = async (requestId: string, action: 'approve' | 'reject') => {
         setActionError(null);
-        const res = await apiPatch(`/classes/${classId}/enrollment-requests/${requestId}`, { action });
+        const res = await apiPatch(`/database/timetable/classes/${classId}/enrollment-requests/${requestId}`, { action });
         if (res.status === 'ok') load();
         else setActionError(res.detail || 'Action failed');
     };
@@ -254,6 +265,8 @@ const ClassDetailPage: React.FC = () => {
                 </Alert>
             )}
 
+            <ResultsWidget classId={cls.id} className={cls.name} />
+
             {/* Tabs */}
             <Tabs value={tab} onChange={(_, v) => setTab(v)} sx={{ borderBottom: 1, borderColor: 'divider', mb: 2 }}>
                 <Tab label={`Students (${cls.student_count})`} />

src/services/exam/examRepository.ts

@@ -11,12 +11,20 @@ import { API_BASE } from '../../config/apiConfig';
 import { logger } from '../../debugConfig';
 import { supabase } from '../../supabaseClient';
 import type {
+  AutoMapJobStatus,
+  AutoMapResponse,
+  BatchQueueResponse,
+  BatchResultsResponse,
+  CreateBatchPayload,
   CreateTemplatePayload,
   ExamBoundary,
   ExamQuestion,
   ExamResponseArea,
   ExamTemplate,
   ExamTemplateDetail,
+  ExamTemplateLayout,
+  MarkingBatch,
+  MarkUpsertPayload,
   Neo4jSyncResult,
   PatchQuestionPayload,
   SpecPoint,
@@ -59,6 +67,10 @@ function questionPayload(q: ExamQuestion, idMap?: Map<string, string>) {
     spec_ref: q.spec_ref,
     bounds: q.bounds ?? null,
     page: q.page ?? null,
+    source: q.source ?? 'manual',
+    confirmed: q.confirmed ?? true,
+    confidence: q.confidence ?? null,
+    derivation: q.derivation ?? null,
   };
 }
 
@@ -74,6 +86,8 @@ function responseAreaPayload(r: ExamResponseArea, idMap?: Map<string, string>, d
     source: r.source,
     confirmed: r.confirmed,
     confidence: r.confidence,
+    mark_subtype: r.mark_subtype ?? null,
+    derivation: r.derivation ?? null,
   };
 }
 
@@ -87,6 +101,26 @@ function boundaryPayload(b: ExamBoundary, idMap?: Map<string, string>, duplicate
     bounds: b.bounds,
     source: b.source,
     confirmed: b.confirmed,
+    confidence: b.confidence ?? null,
+    derivation: b.derivation ?? null,
+  };
+}
+
+function layoutPayload(layout: ExamTemplateLayout, duplicate = false) {
+  return {
+    id: duplicate ? newUuid() : layout.id,
+    page_index: layout.page_index,
+    role: layout.role ?? null,
+    margin_left: layout.margin_left ?? null,
+    margin_right: layout.margin_right ?? null,
+    margin_top: layout.margin_top ?? null,
+    margin_bottom: layout.margin_bottom ?? null,
+    margins_enabled: layout.margins_enabled ?? true,
+    source: layout.source ?? 'manual',
+    confirmed: layout.confirmed ?? true,
+    confidence: layout.confidence ?? null,
+    derivation: layout.derivation ?? null,
+    meta: layout.meta ?? {},
   };
 }
 
@@ -108,6 +142,7 @@ async function replaceTemplate(
       questions: detail.questions.map((q) => questionPayload(q, idMap)),
       response_areas: detail.response_areas.map((r) => responseAreaPayload(r, idMap, duplicateIds)),
       boundaries: detail.boundaries.map((b) => boundaryPayload(b, idMap, duplicateIds)),
+      layout: (detail.layout ?? []).map((layout) => layoutPayload(layout, duplicateIds)),
     },
     { headers },
   );
@@ -130,6 +165,18 @@ export const examRepository = {
     return res.data;
   },
 
+  async autoMapTemplate(templateId: string): Promise<AutoMapResponse> {
+    const headers = await authHeaders();
+    const res = await axios.post<AutoMapResponse>(`${EXAM_BASE}/templates/${templateId}/auto-map`, {}, { headers });
+    return res.data;
+  },
+
+  async getAutoMapStatus(templateId: string, jobId: string): Promise<AutoMapJobStatus> {
+    const headers = await authHeaders();
+    const res = await axios.get<AutoMapJobStatus>(`${EXAM_BASE}/templates/${templateId}/auto-map/${jobId}/status`, { headers });
+    return res.data;
+  },
+
   async getTemplateSourcePdf(templateId: string): Promise<ArrayBuffer> {
     const headers = await authHeaders();
     const res = await axios.get<ArrayBuffer>(`${EXAM_BASE}/templates/${templateId}/source-pdf`, {
@@ -209,6 +256,48 @@ export const examRepository = {
     const res = await axios.post<Neo4jSyncResult>(`${EXAM_BASE}/templates/${templateId}/neo4j-sync`, {}, { headers });
     return res.data;
   },
+
+  async createBatch(payload: CreateBatchPayload): Promise<MarkingBatch> {
+    const headers = await authHeaders();
+    const res = await axios.post<MarkingBatch>(`${EXAM_BASE}/batches`, payload, { headers });
+    return res.data;
+  },
+
+  async listBatches(params: { includeArchived?: boolean; templateId?: string } = {}): Promise<MarkingBatch[]> {
+    const headers = await authHeaders();
+    const res = await axios.get<{ batches: MarkingBatch[] }>(`${EXAM_BASE}/batches`, {
+      headers,
+      params: {
+        include_archived: params.includeArchived ?? false,
+        template_id: params.templateId,
+      },
+    });
+    return res.data.batches ?? [];
+  },
+
+  async getBatchQueue(batchId: string): Promise<BatchQueueResponse> {
+    const headers = await authHeaders();
+    const res = await axios.get<BatchQueueResponse>(`${EXAM_BASE}/batches/${batchId}/queue`, { headers });
+    return res.data;
+  },
+
+  async getBatchResults(batchId: string): Promise<BatchResultsResponse> {
+    const headers = await authHeaders();
+    const res = await axios.get<BatchResultsResponse>(`${EXAM_BASE}/batches/${batchId}/results`, { headers });
+    return res.data;
+  },
+
+  async getBatchCsv(batchId: string): Promise<string> {
+    const headers = await authHeaders();
+    const res = await axios.get<string>(`${EXAM_BASE}/batches/${batchId}/csv`, { headers, responseType: 'text' });
+    return res.data;
+  },
+
+  async upsertMark(markId: string, payload: MarkUpsertPayload): Promise<unknown> {
+    const headers = await authHeaders();
+    const res = await axios.put(`${EXAM_BASE}/marks/${markId}`, payload, { headers });
+    return res.data;
+  },
 };
 
 export default examRepository;

src/supabaseClient.ts

@@ -1,9 +1,17 @@
 import { createClient, SupabaseClient } from '@supabase/supabase-js';
 import { logger } from './debugConfig';
 
-const supabaseUrl = import.meta.env.VITE_SUPABASE_URL;
+const rawSupabaseUrl = import.meta.env.VITE_SUPABASE_URL;
 const supabaseAnonKey = import.meta.env.VITE_SUPABASE_ANON_KEY;
 
+// Same-origin proxy support: a leading-slash value (e.g. "/__supabase") is
+// resolved against the current browser origin so supabase-js receives an
+// absolute URL while every request stays same-origin (no CORS) and routes
+// through the app host's /__supabase nginx proxy to the backend Supabase.
+const supabaseUrl = rawSupabaseUrl?.startsWith('/')
+  ? `${window.location.origin}${rawSupabaseUrl}`
+  : rawSupabaseUrl;
+
 if (!supabaseUrl || !supabaseAnonKey) {
   throw new Error('Missing Supabase configuration');
 }

src/types/exam.types.ts

@@ -4,7 +4,7 @@
  * the shared UUIDs (template/question/region ids, exam_code).
  */
 
-export type ExamTemplateStatus = draft | ready | archived;
+export type ExamTemplateStatus = 'draft' | 'ready' | 'archived';
 
 export interface ExamTemplate {
   id: string;
@@ -31,7 +31,7 @@ export interface CreateTemplatePayload {
   institute_id?: string;
 }
 
-export type MarkSchemeType = points | levels | parts | checklist | free;
+export type MarkSchemeType = 'points' | 'levels' | 'parts' | 'checklist' | 'free';
 
 export interface MarkSchemePoint {
   mark: number;
@@ -75,6 +75,8 @@ export interface UpdateTemplateMetaPayload {
 }
 
 /** Canvas children (used from S4-9 onward; defined here so the seam is complete). */
+export type ExamTemplateSource = 'manual' | 'ai';
+
 export interface ExamQuestion {
   id: string;
   template_id: string;
@@ -89,15 +91,21 @@ export interface ExamQuestion {
   spec_ref: string | null;
   bounds?: Record<string, number> | null;
   page?: number | null;
+  source: ExamTemplateSource;
+  confirmed: boolean;
+  confidence: number | null;
+  derivation: string | null;
 }
 
 export type ExamResponseAreaKind =
-  | response
+  | 'response'
-  | context
+  | 'context'
-  | question_number
+  | 'question_number'
-  | mark_area
+  | 'mark_area'
-  | reference
+  | 'reference'
-  | furniture;
+  | 'furniture';
+
+export type ExamMarkSubtype = 'part_marks' | 'question_total' | 'grader_box';
 
 export interface ExamResponseArea {
   id: string;
@@ -108,9 +116,11 @@ export interface ExamResponseArea {
   kind: ExamResponseAreaKind;
   response_form: string | null;
   context_type?: string | null;
-  source: manual | ai;
+  source: ExamTemplateSource;
   confirmed: boolean;
   confidence: number | null;
+  mark_subtype?: ExamMarkSubtype | null;
+  derivation?: string | null;
 }
 
 export interface ExamBoundary {
@@ -121,21 +131,112 @@ export interface ExamBoundary {
   page_index: number;
   y: number;
   bounds: Record<string, number> | null;
-  source: manual | ai;
+  source: ExamTemplateSource;
   confirmed: boolean;
+  confidence: number | null;
+  derivation: string | null;
+}
+
+export interface ExamTemplateLayout {
+  id: string;
+  template_id: string;
+  page_index: number;
+  role: string | null;
+  margin_left: number | null;
+  margin_right: number | null;
+  margin_top: number | null;
+  margin_bottom: number | null;
+  margins_enabled: boolean;
+  source: ExamTemplateSource;
+  confirmed: boolean;
+  confidence: number | null;
+  derivation: string | null;
+  meta: Record<string, unknown>;
+  created_at?: string;
+  updated_at?: string;
 }
 
 export interface ExamTemplateDetail extends ExamTemplate {
   questions: ExamQuestion[];
   response_areas: ExamResponseArea[];
   boundaries: ExamBoundary[];
+  layout: ExamTemplateLayout[];
+}
+
+
+export interface TemplateReplacePayload {
+  meta?: {
+    title?: string;
+    subject?: string;
+    page_count?: number;
+    status?: ExamTemplateStatus;
+  };
+  questions: Array<{
+    id?: string;
+    parent_id?: string | null;
+    label: string;
+    order?: number;
+    max_marks?: number;
+    answer_type?: 'written' | 'mcq' | 'short' | 'diagram' | null;
+    mcq_options?: unknown | null;
+    mark_scheme?: Record<string, unknown>;
+    is_container?: boolean;
+    spec_ref?: string | null;
+    bounds?: Record<string, number> | null;
+    page?: number | null;
+    source?: ExamTemplateSource;
+    confirmed?: boolean;
+    confidence?: number | null;
+    derivation?: string | null;
+  }>;
+  response_areas: Array<{
+    id?: string;
+    question_id: string;
+    page: number;
+    bounds: Record<string, number>;
+    kind: ExamResponseArea['kind'];
+    response_form?: string | null;
+    context_type?: string | null;
+    source?: 'manual' | 'ai';
+    confirmed?: boolean;
+    confidence?: number | null;
+    mark_subtype?: ExamMarkSubtype | null;
+    derivation?: string | null;
+  }>;
+  boundaries: Array<{
+    id?: string;
+    question_id?: string | null;
+    label?: string | null;
+    page_index: number;
+    y: number;
+    bounds?: Record<string, number> | null;
+    source?: ExamTemplateSource;
+    confirmed?: boolean;
+    confidence?: number | null;
+    derivation?: string | null;
+  }>;
+  layout?: Array<{
+    id?: string;
+    page_index: number;
+    role?: string | null;
+    margin_left?: number | null;
+    margin_right?: number | null;
+    margin_top?: number | null;
+    margin_bottom?: number | null;
+    margins_enabled?: boolean;
+    source?: ExamTemplateSource;
+    confirmed?: boolean;
+    confidence?: number | null;
+    derivation?: string | null;
+    meta?: Record<string, unknown>;
+  }>;
 }
 
 export interface PatchQuestionPayload {
   label?: string;
   order?: number;
   max_marks?: number;
-  answer_type?: written | mcq | short | diagram | null;
+  answer_type?: 'written' | 'mcq' | 'short' | 'diagram' | null;
   mcq_options?: unknown;
   mark_scheme?: MarkScheme;
   is_container?: boolean;
@@ -156,47 +257,84 @@ export interface Neo4jSyncResult {
   projection?: Record<string, unknown>;
 }
 
-export interface TemplateReplacePayload {
+export interface AutoMapAcceptedResponse {
-  meta?: {
+  status: 'accepted';
-    title?: string;
+  job_id: string;
-    subject?: string;
+}
-    page_count?: number;
+
-    status?: ExamTemplateStatus;
+export interface AutoMapJobStatus {
+  job_id: string;
+  status: 'queued' | 'running' | 'completed' | 'failed' | string;
+  template_id: string;
+  updated_at?: number;
+  counts?: Record<string, number>;
+  error?: string;
+  template?: ExamTemplateDetail;
+}
+
+export type AutoMapResponse = ExamTemplateDetail | AutoMapAcceptedResponse;
+
+export interface MarkingBatch {
+  id: string;
+  template_id: string;
+  class_id: string | null;
+  institute_id: string;
+  teacher_id: string;
+  title: string | null;
+  status: 'open' | 'closed' | 'archived' | string;
+  created_at: string;
+  updated_at?: string;
+  submission_count?: number;
+}
+
+export interface StudentSubmission {
+  id: string;
+  batch_id: string;
+  student_id: string | null;
+  student_name: string | null;
+  status: 'absent' | 'unmatched' | 'matched' | 'marking' | 'complete' | string;
+  storage_path?: string | null;
+  mark_entry_count?: number;
+}
+
+export interface BatchQueueResponse {
+  batch: MarkingBatch;
+  submissions: StudentSubmission[];
+  progress: {
+    total: number;
+    absent: number;
+    complete: number;
+    in_progress: number;
   };
-  questions: Array<{
+}
-    id?: string;
+
-    parent_id?: string | null;
+export interface ExamResultRow {
-    label: string;
+  submission_id: string;
-    order?: number;
+  student_id: string | null;
-    max_marks?: number;
+  student_name: string | null;
-    answer_type?: written | mcq | short | diagram | null;
+  status: string | null;
-    mcq_options?: unknown | null;
+  marks: Record<string, number | null | undefined>;
-    mark_scheme?: MarkScheme;
+  total: number | null;
-    is_container?: boolean;
+}
-    spec_ref?: string | null;
+
-    bounds?: Record<string, number> | null;
+export interface BatchResultsResponse {
-    page?: number | null;
+  batch: MarkingBatch;
-  }>;
+  questions: Array<Pick<ExamQuestion, 'id' | 'label' | 'max_marks' | 'order'>>;
-  response_areas: Array<{
+  results: ExamResultRow[];
-    id?: string;
+}
-    question_id: string;
+
-    page: number;
+export interface CreateBatchPayload {
-    bounds: Record<string, number>;
+  template_id: string;
-    kind: ExamResponseAreaKind;
+  class_id?: string;
-    response_form?: string | null;
+  title?: string;
-    context_type?: string | null;
+}
-    source?: manual | ai;
+
-    confirmed?: boolean;
+export interface MarkUpsertPayload {
-    confidence?: number | null;
+  submission_id: string;
-  }>;
+  question_id: string;
-  boundaries: Array<{
+  awarded_marks: number;
-    id?: string;
+  mark_scheme_detail?: Record<string, unknown>;
-    question_id?: string | null;
+  annotation_shape_ids?: unknown;
-    label?: string | null;
+  comment?: string;
-    page_index: number;
+  confirmed?: boolean;
-    y: number;
-    bounds?: Record<string, number> | null;
-    source?: manual | ai;
-    confirmed?: boolean;
-  }>;
 }

src/utils/exam-canvas/model.test.ts

@@ -4,7 +4,7 @@ import { isUuid, pageForY, serializeCanvasShapes, shapesFromTemplate } from './m
 
 const template: ExamTemplateDetail = {
   id: 'tpl-1', title: 'Physics', subject: 'Physics', exam_id: null, exam_code: null, source_file_id: null, page_count: 1,
-  institute_id: 'inst', teacher_id: 'teacher', status: 'draft', created_at: 'now', updated_at: 'now', questions: [], response_areas: [], boundaries: [],
+  institute_id: 'inst', teacher_id: 'teacher', status: 'draft', created_at: 'now', updated_at: 'now', questions: [], response_areas: [], boundaries: [], layout: [],
 }
 
 describe('exam setup canvas serialization', () => {
@@ -43,6 +43,7 @@ describe('exam setup canvas serialization', () => {
     ], pages)
     expect(payload.questions.find((q) => !q.is_container)?.page).toBe(2)
     expect(payload.boundaries.every((b) => b.page_index === 1)).toBe(true)
+    expect(payload.boundaries.every((b) => b.bounds?.x === 260 && b.bounds?.w === 780)).toBe(true)
     expect(payload.response_areas[0].page).toBe(2)
   })
 
@@ -50,16 +51,45 @@ describe('exam setup canvas serialization', () => {
     const shapes = shapesFromTemplate({
       ...template,
       questions: [
-        { id: 'q1', template_id: 'tpl-1', parent_id: null, label: 'Q1', order: 0, max_marks: 0, answer_type: null, mcq_options: null, mark_scheme: {}, is_container: true, spec_ref: null },
+        { id: 'q1', template_id: 'tpl-1', parent_id: null, label: 'Q1', order: 0, max_marks: 0, answer_type: null, mcq_options: null, mark_scheme: {}, is_container: true, spec_ref: null, source: 'manual', confirmed: true, confidence: null, derivation: null },
-        { id: 'p1', template_id: 'tpl-1', parent_id: 'q1', label: 'Q1(a)', order: 0, max_marks: 2, answer_type: 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: { x: 1, y: 2, w: 3, h: 4 }, page: 1 },
+        { id: 'p1', template_id: 'tpl-1', parent_id: 'q1', label: 'Q1(a)', order: 0, max_marks: 2, answer_type: 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: { x: 1, y: 2, w: 3, h: 4 }, page: 1, source: 'manual', confirmed: true, confidence: null, derivation: null },
       ],
       response_areas: [
-        { id: 'r1', question_id: 'p1', template_id: 'tpl-1', page: 1, bounds: { x: 10, y: 20, w: 30, h: 40 }, kind: 'response', response_form: 'lines', source: 'manual', confirmed: true, confidence: null },
+        { id: 'r1', question_id: 'p1', template_id: 'tpl-1', page: 1, bounds: { x: 10, y: 20, w: 30, h: 40 }, kind: 'response', response_form: 'lines', source: 'manual', confirmed: true, confidence: null, derivation: null },
-        { id: 'f1', question_id: 'p1', template_id: 'tpl-1', page: 1, bounds: { x: 11, y: 21, w: 31, h: 41 }, kind: 'furniture', response_form: null, source: 'manual', confirmed: true, confidence: null },
+        { id: 'f1', question_id: 'p1', template_id: 'tpl-1', page: 1, bounds: { x: 11, y: 21, w: 31, h: 41 }, kind: 'furniture', response_form: null, source: 'manual', confirmed: true, confidence: null, derivation: null },
       ],
-      boundaries: [{ id: 'b1', template_id: 'tpl-1', question_id: 'q1', label: 'Q1 start', page_index: 0, y: 100, bounds: { x: 0, y: 100, w: 700, h: 8 }, source: 'manual', confirmed: true }],
+      boundaries: [{ id: 'b1', template_id: 'tpl-1', question_id: 'q1', label: 'Q1 start', page_index: 0, y: 100, bounds: { x: 0, y: 100, w: 700, h: 8 }, source: 'manual', confirmed: true, confidence: null, derivation: null }],
     })
     expect(shapes.map((s) => s.kind).sort()).toEqual(['boundary', 'furniture', 'part', 'response'])
+    expect(shapes.find((s) => s.kind === 'boundary')).toMatchObject({ id: 'b1', x: 0, y: 100, w: 780, h: 8 })
     expect(shapes.find((s) => s.kind === 'part')).toMatchObject({ id: 'p1', x: 1, y: 2, w: 3, h: 4 })
   })
+
+  it('carries AI provenance into canvas models, flags cheap review issues, and preserves it on save', () => {
+    const detail: ExamTemplateDetail = {
+      ...template,
+      questions: [
+        { id: '11111111-1111-4111-8111-111111111111', template_id: 'tpl-1', parent_id: null, label: 'Q?', order: 0, max_marks: 0, answer_type: null, mcq_options: null, mark_scheme: {}, is_container: true, spec_ref: null, source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' },
+        { id: '22222222-2222-4222-8222-222222222222', template_id: 'tpl-1', parent_id: '11111111-1111-4111-8111-111111111111', label: 'Q?', order: 0, max_marks: 0, answer_type: 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: { x: 100, y: 120, w: 200, h: 100 }, page: 1, source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' },
+        { id: '66666666-6666-4666-8666-666666666666', template_id: 'tpl-1', parent_id: '11111111-1111-4111-8111-111111111111', label: 'Q1(b)', order: 1, max_marks: 1, answer_type: 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: { x: 150, y: 150, w: 200, h: 100 }, page: 1, source: 'ai', confirmed: false, confidence: 0.8, derivation: 'g6' },
+      ],
+      response_areas: [
+        { id: '33333333-3333-4333-8333-333333333333', question_id: '22222222-2222-4222-8222-222222222222', template_id: 'tpl-1', page: 1, bounds: { x: 120, y: 140, w: 120, h: 40 }, kind: 'response', response_form: 'lines', source: 'ai', confirmed: false, confidence: 0.8, derivation: 'regions' },
+      ],
+      boundaries: [
+        { id: '44444444-4444-4444-8444-444444444444', template_id: 'tpl-1', question_id: '11111111-1111-4111-8111-111111111111', label: 'Q? start', page_index: 0, y: 100, bounds: { x: 0, y: 100, w: 700, h: 8 }, source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' },
+        { id: '55555555-5555-4555-8555-555555555555', template_id: 'tpl-1', question_id: '11111111-1111-4111-8111-111111111111', label: 'Q? end', page_index: 0, y: 500, bounds: { x: 0, y: 500, w: 700, h: 8 }, source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' },
+      ],
+    }
+    const shapes = shapesFromTemplate(detail)
+    const part = shapes.find((shape) => shape.kind === 'part')
+    expect(part).toMatchObject({ source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' })
+    expect(part?.reviewFlags).toEqual(expect.arrayContaining(['unconfirmed AI', 'low confidence', 'uncertain question label', 'missing marks', 'overlapping shapes']))
+
+    const payload = serializeCanvasShapes(template, shapes)
+    expect(payload.questions.find((q) => q.id === '22222222-2222-4222-8222-222222222222')).toMatchObject({ source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' })
+    expect(payload.response_areas.find((r) => r.id === '33333333-3333-4333-8333-333333333333')).toMatchObject({ source: 'ai', confirmed: false, confidence: 0.8, derivation: 'regions' })
+    expect(payload.boundaries.find((b) => b.id === '44444444-4444-4444-8444-444444444444')).toMatchObject({ source: 'ai', confirmed: false, confidence: 0.62, derivation: 'g6' })
+  })
+
 })

src/utils/exam-canvas/model.ts

@@ -1,5 +1,5 @@
 
-import type { ExamTemplateDetail, TemplateReplacePayload } from '../../types/exam.types'
+import type { ExamTemplateDetail, ExamTemplateSource, TemplateReplacePayload } from '../../types/exam.types'
 
 export const PAGE_HEIGHT = 1100
 export const PAGE_WIDTH = 780
@@ -10,7 +10,7 @@ export interface CanvasPageGeometry { pageNumber: number; x: number; y: number;
 export type ExamCanvasRegionKind = 'response' | 'context' | 'question_number' | 'mark_area' | 'reference' | 'furniture'
 export type ExamCanvasShapeKind = 'boundary' | 'part' | ExamCanvasRegionKind
 
-export interface CanvasBounds { x: number; y: number; w: number; h: number }
+export interface CanvasBounds extends Record<string, number> { x: number; y: number; w: number; h: number }
 
 export interface ExamCanvasShapeModel {
   /** Stable domain UUID persisted to Supabase. Do not reuse tldraw shape ids for new shapes. */
@@ -26,6 +26,11 @@ export interface ExamCanvasShapeModel {
   responseForm?: 'lines' | 'answer-box' | 'working' | 'diagram' | 'tick-boxes' | 'table' | 'blanks'
   contextType?: string
   questionId?: string | null
+  source?: ExamTemplateSource
+  confirmed?: boolean
+  confidence?: number | null
+  derivation?: string | null
+  reviewFlags?: string[]
 }
 
 export function pageForY(y: number, pages?: CanvasPageGeometry[]): number {
@@ -65,10 +70,35 @@ export function newDomainId(): string {
   })
 }
 
-function bounds(shape: Pick<ExamCanvasShapeModel, 'x' | 'y' | 'w' | 'h'>): CanvasBounds {
+function bounds(shape: Pick<ExamCanvasShapeModel, 'x' | 'y' | 'w' | 'h'>): CanvasBounds & Record<string, number> {
   return { x: shape.x, y: shape.y, w: shape.w, h: shape.h }
 }
 
+function pageGeometry(pageNumber: number, pages?: CanvasPageGeometry[]): CanvasPageGeometry {
+  return pages?.find((page) => page.pageNumber === pageNumber) ?? { pageNumber, x: 0, y: pageTop(pageNumber, pages), w: PAGE_WIDTH, h: PAGE_HEIGHT }
+}
+
+function boundaryBounds(shape: Pick<ExamCanvasShapeModel, 'y' | 'h'>, pages?: CanvasPageGeometry[]): CanvasBounds & Record<string, number> {
+  const page = pageGeometry(pageForShape(shape, pages), pages)
+  return { x: page.x, y: shape.y, w: page.w, h: 8 }
+}
+
+function persistedSource(shape: ExamCanvasShapeModel): ExamTemplateSource {
+  return shape.source ?? 'manual'
+}
+
+function persistedConfirmed(shape: ExamCanvasShapeModel): boolean {
+  return shape.confirmed ?? persistedSource(shape) !== 'ai'
+}
+
+function persistedConfidence(shape: ExamCanvasShapeModel): number | null {
+  return typeof shape.confidence === 'number' ? shape.confidence : null
+}
+
+function persistedDerivation(shape: ExamCanvasShapeModel): string | null {
+  return shape.derivation ?? null
+}
+
 function contains(outer: CanvasBounds, inner: CanvasBounds): boolean {
   const ox2 = outer.x + outer.w
   const oy2 = outer.y + outer.h
@@ -102,10 +132,10 @@ export function serializeCanvasShapes(template: ExamTemplateDetail, shapes: Exam
     const qNum = bands.length + 1
     const questionId = isUuid(top.questionId) ? top.questionId : isUuid(bottom.questionId) ? bottom.questionId : newDomainId()
     const label = top.label?.replace(/\s+(start|end)$/i, '') || bottom.label?.replace(/\s+(start|end)$/i, '') || `Q${qNum}`
-    questions.push({ id: questionId, label, order: qNum - 1, max_marks: 0, is_container: true, mark_scheme: {} })
+    questions.push({ id: questionId, label, order: qNum - 1, max_marks: 0, is_container: true, mark_scheme: {}, source: persistedSource(top), confirmed: persistedConfirmed(top), confidence: persistedConfidence(top), derivation: persistedDerivation(top) })
     bands.push({ questionId, top, bottom })
     for (const b of [top, bottom]) {
-      boundaries.push({ id: isUuid(b.id) ? b.id : newDomainId(), question_id: questionId, label: b === top ? `${label} start` : `${label} end`, page_index: pageForShape(b, pages) - 1, y: b.y, bounds: bounds(b), source: 'manual', confirmed: true })
+      boundaries.push({ id: isUuid(b.id) ? b.id : newDomainId(), question_id: questionId, label: b === top ? `${label} start` : `${label} end`, page_index: pageForShape(b, pages) - 1, y: b.y, bounds: boundaryBounds(b, pages), source: persistedSource(b), confirmed: persistedConfirmed(b), confidence: persistedConfidence(b), derivation: persistedDerivation(b) })
     }
   }
 
@@ -114,7 +144,7 @@ export function serializeCanvasShapes(template: ExamTemplateDetail, shapes: Exam
     const parentBand = bands.find((band) => bandContains(band.top, band.bottom, part))
     const qid = isUuid(part.questionId) ? part.questionId : isUuid(part.id) ? part.id : newDomainId()
     partQuestionIds.set(part.id, qid)
-    questions.push({ id: qid, parent_id: parentBand?.questionId ?? null, label: part.label || `Part ${index + 1}`, order: index, max_marks: Number(part.maxMarks ?? 0), answer_type: part.answerType ?? 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: bounds(part), page: pageForShape(part, pages) })
+    questions.push({ id: qid, parent_id: parentBand?.questionId ?? null, label: part.label || `Part ${index + 1}`, order: index, max_marks: Number(part.maxMarks ?? 0), answer_type: part.answerType ?? 'written', mcq_options: null, mark_scheme: {}, is_container: false, spec_ref: null, bounds: bounds(part), page: pageForShape(part, pages), source: persistedSource(part), confirmed: persistedConfirmed(part), confidence: persistedConfidence(part), derivation: persistedDerivation(part) })
   })
 
   const response_areas: TemplateReplacePayload['response_areas'] = []
@@ -124,27 +154,55 @@ export function serializeCanvasShapes(template: ExamTemplateDetail, shapes: Exam
     const questionId = containingPart ? partQuestionIds.get(containingPart.id) : fallbackPart ? partQuestionIds.get(fallbackPart.id) : undefined
     if (!questionId) continue
     const kind = region.kind as ExamCanvasRegionKind
-    response_areas.push({ id: isUuid(region.id) ? region.id : newDomainId(), question_id: questionId, page: pageForShape(region, pages), bounds: bounds(region), kind, response_form: kind === 'response' ? (region.responseForm ?? 'lines') : null, context_type: kind === 'context' ? (region.contextType ?? 'generic') : null, source: 'manual', confirmed: true, confidence: null })
+    response_areas.push({ id: isUuid(region.id) ? region.id : newDomainId(), question_id: questionId, page: pageForShape(region, pages), bounds: bounds(region), kind, response_form: kind === 'response' ? (region.responseForm ?? 'lines') : null, context_type: kind === 'context' ? (region.contextType ?? 'generic') : null, source: persistedSource(region), confirmed: persistedConfirmed(region), confidence: persistedConfidence(region), mark_subtype: null, derivation: persistedDerivation(region) })
   }
 
-  return { meta: { title: template.title, subject: template.subject ?? undefined, page_count: template.page_count ?? undefined, status: template.status }, questions, response_areas, boundaries }
+  return { meta: { title: template.title, subject: template.subject ?? undefined, page_count: template.page_count ?? undefined, status: template.status }, questions, response_areas, boundaries, layout: template.layout ?? [] }
 }
 
 export function shapesFromTemplate(detail: ExamTemplateDetail, pages?: CanvasPageGeometry[]): ExamCanvasShapeModel[] {
   const shapes: ExamCanvasShapeModel[] = []
   const questions = new Map(detail.questions.map((q) => [q.id, q]))
   for (const b of detail.boundaries ?? []) {
-    const bb = b.bounds ?? { x: 48, y: b.y, w: PAGE_WIDTH - 96, h: 8 }
+    const page = pageGeometry((b.page_index ?? 0) + 1, pages)
-    shapes.push({ id: b.id, kind: 'boundary', x: Number(bb.x ?? 48), y: Number(bb.y ?? b.y), w: Number(bb.w ?? PAGE_WIDTH - 96), h: Number(bb.h ?? 8), label: b.label ?? undefined, questionId: b.question_id })
+    // Boundary rows are y-lines. The old bounds rect is vestigial: keep y/domain ids,
+    // but render and save a full rendered-page-width horizontal rule.
+    shapes.push({ id: b.id, kind: 'boundary', x: page.x, y: Number(b.y), w: page.w, h: 8, label: b.label ?? undefined, questionId: b.question_id, source: b.source, confirmed: b.confirmed, confidence: b.confidence, derivation: b.derivation })
   }
   for (const q of detail.questions ?? []) {
     if (q.is_container || !q.bounds) continue
-    shapes.push({ id: q.id, kind: 'part', x: Number(q.bounds.x ?? 80), y: Number(q.bounds.y ?? 120), w: Number(q.bounds.w ?? 420), h: Number(q.bounds.h ?? 180), label: q.label, maxMarks: q.max_marks, answerType: q.answer_type ?? 'written', questionId: q.id })
+    shapes.push({ id: q.id, kind: 'part', x: Number(q.bounds.x ?? 80), y: Number(q.bounds.y ?? 120), w: Number(q.bounds.w ?? 420), h: Number(q.bounds.h ?? 180), label: q.label, maxMarks: q.max_marks, answerType: (q.answer_type as ExamCanvasShapeModel['answerType']) ?? 'written', questionId: q.id, source: q.source, confirmed: q.confirmed, confidence: q.confidence, derivation: q.derivation })
   }
   for (const r of detail.response_areas ?? []) {
     const bb = r.bounds ?? { x: 100, y: pageTop(r.page, pages) + 360, w: 360, h: 120 }
     const q = questions.get(r.question_id)
-    shapes.push({ id: r.id, kind: r.kind, x: Number(bb.x ?? 100), y: Number(bb.y ?? pageTop(r.page, pages) + 360), w: Number(bb.w ?? 360), h: Number(bb.h ?? 120), label: q ? `→ ${q.label}` : r.kind, responseForm: r.response_form ?? undefined, contextType: r.context_type ?? undefined, questionId: r.question_id })
+    shapes.push({ id: r.id, kind: r.kind, x: Number(bb.x ?? 100), y: Number(bb.y ?? pageTop(r.page, pages) + 360), w: Number(bb.w ?? 360), h: Number(bb.h ?? 120), label: q ? `→ ${q.label}` : r.kind, responseForm: (r.response_form as ExamCanvasShapeModel['responseForm']) ?? undefined, contextType: r.context_type ?? undefined, questionId: r.question_id, source: r.source, confirmed: r.confirmed, confidence: r.confidence, derivation: r.derivation })
   }
-  return shapes
+  return addCheapReviewFlags(shapes, pages)
+}
+
+function overlaps(a: ExamCanvasShapeModel, b: ExamCanvasShapeModel): boolean {
+  const ax2 = a.x + a.w
+  const ay2 = a.y + a.h
+  const bx2 = b.x + b.w
+  const by2 = b.y + b.h
+  return a.x < bx2 && ax2 > b.x && a.y < by2 && ay2 > b.y
+}
+
+function looksUncertainLabel(label: string | undefined): boolean {
+  return !label || /\b(unknown|uncertain|maybe|todo|tbd)\b|\?/.test(label.toLowerCase())
+}
+
+function addCheapReviewFlags(shapes: ExamCanvasShapeModel[], pages?: CanvasPageGeometry[]): ExamCanvasShapeModel[] {
+  const markAreasByQuestion = new Set(shapes.filter((shape) => shape.kind === 'mark_area' && shape.questionId).map((shape) => shape.questionId as string))
+  return shapes.map((shape, index) => {
+    const flags: string[] = []
+    if (shape.source === 'ai' && shape.confirmed === false) flags.push('unconfirmed AI')
+    if (typeof shape.confidence === 'number' && shape.confidence < 0.7) flags.push('low confidence')
+    if ((shape.kind === 'part' || shape.kind === 'question_number') && looksUncertainLabel(shape.label)) flags.push('uncertain question label')
+    if (shape.kind === 'part' && (!shape.maxMarks || shape.maxMarks <= 0) && !markAreasByQuestion.has(shape.questionId ?? shape.id)) flags.push('missing marks')
+    const samePageOverlap = shapes.some((other, otherIndex) => otherIndex !== index && shape.kind !== 'boundary' && other.kind !== 'boundary' && pageForShape(shape, pages) === pageForShape(other, pages) && overlaps(shape, other) && (shape.kind === other.kind || (!contains(bounds(shape), bounds(other)) && !contains(bounds(other), bounds(shape)))))
+    if (samePageOverlap) flags.push('overlapping shapes')
+    return flags.length ? { ...shape, reviewFlags: flags } : shape
+  })
 }