fix(exam): stop placeholder guide shapes flashing before template loads

seedGuide() ran in onMount via the 'else' branch while template was still null during the async
fetch, creating 5 example shapes (Q1 start/end, part, response, context) that flashed on screen
until the real template + PDF loaded. Only seed the guide for a genuinely-empty template after load.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

Dockerfile

@@ -7,18 +7,45 @@ 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
 COPY --from=builder /app/dist /usr/share/nginx/html
 
+# .mjs files (pdfjs worker) must be served as application/javascript for module workers
+RUN sed -i 's|application/javascript\s*js;|application/javascript js mjs;|' /etc/nginx/mime.types
+
 # Create a simple nginx configuration
 RUN echo 'server { \
     listen 3000; \
@@ -28,6 +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

@@ -31,7 +31,14 @@ vi.mock('./pages/NotFoundPublic', () => ({ default: () => <div>Public Not Found<
 vi.mock('./pages/tldraw/TLDrawCanvas', () => ({ default: () => <div>Public Home</div> }));
 vi.mock('./pages/tldraw/singlePlayerPage', () => ({ default: () => <div>Single Player</div> }));
 vi.mock('./pages/tldraw/multiplayerUser', () => ({ default: () => <div>Multiplayer</div> }));
-vi.mock('./pages/exam', () => ({ ExamDashboardPage: () => <div>Exam Marker</div> }));
+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> }));
 vi.mock('./pages/tldraw/devPlayerPage', () => ({ default: () => <div>TLDraw Dev</div> }));
@@ -122,3 +129,22 @@ describe('/admin route authorization', () => {
     expect(screen.getByText('Platform Admin Page')).toBeInTheDocument();
   });
 });
+
+
+describe('exam-marker routes', () => {
+  beforeEach(() => {
+    mockUseAuth.mockReset();
+  });
+
+  it('renders the mark scheme editor route for authenticated users', () => {
+    mockUseAuth.mockReturnValue(authState({
+      user: { id: 'teacher-1', email: 'teacher@example.com', user_type: 'email_teacher' },
+      user_role: 'email_teacher',
+      accessToken: 'token',
+    }));
+
+    renderAt('/exam-marker/template-123/marks');
+
+    expect(screen.getByText('Mark Scheme editor')).toBeInTheDocument();
+  });
+});

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 } 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 />} />
@@ -184,6 +185,9 @@ const AppRoutes: React.FC = () => {
             <Route path="/teacher-planner" element={<TeacherPlanner />} />
             <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

@@ -24,6 +24,7 @@ import ArchiveIcon from '@mui/icons-material/Archive';
 import AssignmentIcon from '@mui/icons-material/Assignment';
 import ContentCopyIcon from '@mui/icons-material/ContentCopy';
 import EditIcon from '@mui/icons-material/Edit';
+import GradingIcon from '@mui/icons-material/Grading';
 
 import { useAuth } from '../../contexts/AuthContext';
 import { examRepository } from '../../services/exam/examRepository';
@@ -320,6 +321,16 @@ const ExamDashboardPage: React.FC = () => {
                               Updated {new Date(t.updated_at).toLocaleDateString()}
                             </Typography>
                           </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" />}
+                            >
+                              Edit marks
+                            </Button>
+                          </Stack>
                         </Paper>
                       </Grid>
                     );

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/MarkSchemePage.tsx

@@ -0,0 +1,501 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate, useParams } from 'react-router-dom';
+import {
+  Alert,
+  Autocomplete,
+  Box,
+  Button,
+  Card,
+  CardContent,
+  Chip,
+  CircularProgress,
+  Container,
+  Divider,
+  FormControl,
+  Grid,
+  InputLabel,
+  MenuItem,
+  Paper,
+  Select,
+  Stack,
+  Tab,
+  Tabs,
+  TextField,
+  Typography,
+} from '@mui/material';
+import ArrowBackIcon from '@mui/icons-material/ArrowBack';
+import SaveIcon from '@mui/icons-material/Save';
+import SyncIcon from '@mui/icons-material/Sync';
+
+import { logger } from '../../debugConfig';
+import { examRepository } from '../../services/exam/examRepository';
+import type {
+  ExamQuestion,
+  ExamTemplateDetail,
+  MarkScheme,
+  MarkSchemeType,
+  SpecPoint,
+} from '../../types/exam.types';
+
+type Drafts = Record<string, PartDraft>;
+
+interface PartDraft {
+  max_marks: string;
+  answer_type: 'written' | 'mcq' | 'short' | 'diagram';
+  spec_ref: string;
+  schemeType: MarkSchemeType;
+  body: string;
+  notes: string;
+}
+
+const ANSWER_TYPES: Array<PartDraft['answer_type']> = ['written', 'short', 'mcq', 'diagram'];
+const SCHEME_TYPES: Array<{ value: MarkSchemeType; label: string; helper: string }> = [
+  { value: 'points', label: 'Points', helper: 'One mark point per line, e.g. "1 | Mentions resultant force".' },
+  { value: 'levels', label: 'Levels', helper: 'One level per line, e.g. "L2 | 3-4 | Clear linked explanation".' },
+  { value: 'parts', label: 'Parts', helper: 'One sub-part per line, e.g. "a | 2 | Correct substitution".' },
+  { value: 'checklist', label: 'Checklist', helper: 'One checklist item per line, e.g. "1 | Correct unit".' },
+  { value: 'free', label: 'Free text', helper: 'Paste or type the mark scheme exactly as it should be stored.' },
+];
+
+function deriveSpecCode(template: ExamTemplateDetail | null): string {
+  const examCode = template?.exam_code ?? '';
+  const match = examCode.match(/^([A-Z]+-[A-Z]+-\d+)/i);
+  return match?.[1] ?? '';
+}
+
+function schemeToDraft(scheme: MarkScheme | null | undefined): Pick<PartDraft, 'schemeType' | 'body' | 'notes'> {
+  const type = (scheme?.type as MarkSchemeType | undefined) ?? 'points';
+  const notes = typeof scheme?.notes === 'string' ? scheme.notes : '';
+
+  if (type === 'levels' && Array.isArray(scheme?.levels)) {
+    return {
+      schemeType: 'levels',
+      body: scheme.levels.map((l) => `${l.level ?? ''} | ${l.min ?? 0}-${l.max ?? 0} | ${l.descriptor ?? ''}`).join('\n'),
+      notes,
+    };
+  }
+  if (type === 'parts' && Array.isArray(scheme?.parts)) {
+    return {
+      schemeType: 'parts',
+      body: scheme.parts.map((p) => `${p.label ?? ''} | ${p.marks ?? 0} | ${p.guidance ?? ''}`).join('\n'),
+      notes,
+    };
+  }
+  if (type === 'checklist' && Array.isArray(scheme?.checklist)) {
+    return {
+      schemeType: 'checklist',
+      body: scheme.checklist.map((item) => `${item.marks ?? 1} | ${item.text ?? ''}`).join('\n'),
+      notes,
+    };
+  }
+  if (type === 'free') {
+    return { schemeType: 'free', body: typeof scheme?.text === 'string' ? scheme.text : '', notes };
+  }
+  if (Array.isArray(scheme?.points)) {
+    return {
+      schemeType: 'points',
+      body: scheme.points.map((p) => `${p.mark ?? 1} | ${p.text ?? ''}`).join('\n'),
+      notes,
+    };
+  }
+  return { schemeType: type, body: '', notes };
+}
+
+function parseNumber(value: string, fallback = 0): number {
+  const parsed = Number(value);
+  return Number.isFinite(parsed) ? parsed : fallback;
+}
+
+function splitLine(line: string): string[] {
+  return line.split('|').map((part) => part.trim());
+}
+
+function draftToScheme(draft: PartDraft): MarkScheme {
+  const lines = draft.body.split('\n').map((line) => line.trim()).filter(Boolean);
+  if (draft.schemeType === 'free') return { type: 'free', text: draft.body, notes: draft.notes || undefined };
+  if (draft.schemeType === 'levels') {
+    return {
+      type: 'levels',
+      levels: lines.map((line, idx) => {
+        const [level, range, descriptor] = splitLine(line);
+        const [minRaw, maxRaw] = (range || '').split('-').map((part) => part.trim());
+        return {
+          level: level || `L${idx + 1}`,
+          min: parseNumber(minRaw, 0),
+          max: parseNumber(maxRaw, parseNumber(minRaw, 0)),
+          descriptor: descriptor || line,
+        };
+      }),
+      notes: draft.notes || undefined,
+    };
+  }
+  if (draft.schemeType === 'parts') {
+    return {
+      type: 'parts',
+      parts: lines.map((line, idx) => {
+        const [label, marks, guidance] = splitLine(line);
+        return { label: label || String(idx + 1), marks: parseNumber(marks, 1), guidance: guidance || line };
+      }),
+      notes: draft.notes || undefined,
+    };
+  }
+  if (draft.schemeType === 'checklist') {
+    return {
+      type: 'checklist',
+      checklist: lines.map((line) => {
+        const [marks, text] = splitLine(line);
+        return { marks: parseNumber(marks, 1), text: text || line };
+      }),
+      notes: draft.notes || undefined,
+    };
+  }
+  return {
+    type: 'points',
+    points: lines.map((line) => {
+      const [mark, text] = splitLine(line);
+      return { mark: parseNumber(mark, 1), text: text || line };
+    }),
+    notes: draft.notes || undefined,
+  };
+}
+
+function makeDraft(question: ExamQuestion): PartDraft {
+  const scheme = schemeToDraft(question.mark_scheme);
+  return {
+    max_marks: String(question.max_marks ?? 0),
+    answer_type: (question.answer_type as PartDraft['answer_type'] | null) ?? 'written',
+    spec_ref: question.spec_ref ?? '',
+    schemeType: scheme.schemeType,
+    body: scheme.body,
+    notes: scheme.notes,
+  };
+}
+
+const MarkSchemePage: React.FC = () => {
+  const navigate = useNavigate();
+  const { templateId } = useParams<{ templateId: string }>();
+
+  const [template, setTemplate] = useState<ExamTemplateDetail | null>(null);
+  const [selectedId, setSelectedId] = useState<string | null>(null);
+  const [drafts, setDrafts] = useState<Drafts>({});
+  const [specCode, setSpecCode] = useState('');
+  const [specPoints, setSpecPoints] = useState<SpecPoint[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [savingId, setSavingId] = useState<string | null>(null);
+  const [syncing, setSyncing] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [notice, setNotice] = useState<string | null>(null);
+  const [specEndpointMissing, setSpecEndpointMissing] = useState(false);
+
+  const load = useCallback(async () => {
+    if (!templateId) return;
+    setLoading(true);
+    setError(null);
+    try {
+      const detail = await examRepository.getTemplate(templateId);
+      const leafParts = detail.questions.filter((q) => !q.is_container).sort((a, b) => a.order - b.order || a.label.localeCompare(b.label));
+      setTemplate(detail);
+      setSelectedId((prev) => prev ?? leafParts[0]?.id ?? null);
+      setDrafts(Object.fromEntries(leafParts.map((q) => [q.id, makeDraft(q)])));
+      setSpecCode((prev) => prev || deriveSpecCode(detail));
+    } catch (e) {
+      const msg = e instanceof Error ? e.message : String(e);
+      logger.error('cc-exam-marker', 'Failed to load mark scheme template', { message: msg, templateId });
+      setError(msg);
+    } finally {
+      setLoading(false);
+    }
+  }, [templateId]);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  const loadSpecPoints = useCallback(async () => {
+    if (!specCode.trim()) return;
+    setSpecEndpointMissing(false);
+    try {
+      setSpecPoints(await examRepository.listSpecPoints(specCode.trim()));
+    } catch (e) {
+      const msg = e instanceof Error ? e.message : String(e);
+      logger.warn('cc-exam-marker', 'SpecPoint endpoint unavailable; falling back to manual spec_ref entry', { message: msg, specCode });
+      setSpecEndpointMissing(true);
+      setSpecPoints([]);
+    }
+  }, [specCode]);
+
+  useEffect(() => {
+    void loadSpecPoints();
+  }, [loadSpecPoints]);
+
+  const parts = useMemo(
+    () => (template?.questions ?? []).filter((q) => !q.is_container).sort((a, b) => a.order - b.order || a.label.localeCompare(b.label)),
+    [template],
+  );
+  const selected = parts.find((p) => p.id === selectedId) ?? null;
+  const draft = selected ? drafts[selected.id] : null;
+  const selectedSpecPoint = draft?.spec_ref ? specPoints.find((p) => p.ref === draft.spec_ref) ?? null : null;
+
+  const updateDraft = (questionId: string, patch: Partial<PartDraft>) => {
+    setDrafts((prev) => ({ ...prev, [questionId]: { ...prev[questionId], ...patch } }));
+  };
+
+  const savePart = async (question: ExamQuestion) => {
+    const partDraft = drafts[question.id];
+    if (!partDraft) return;
+    setSavingId(question.id);
+    setError(null);
+    setNotice(null);
+    try {
+      await examRepository.patchQuestion(question.id, {
+        max_marks: parseNumber(partDraft.max_marks, question.max_marks),
+        answer_type: partDraft.answer_type,
+        mark_scheme: draftToScheme(partDraft),
+        spec_ref: partDraft.spec_ref.trim() || null,
+      });
+      setTemplate((prev) => {
+        if (!prev) return prev;
+        return {
+          ...prev,
+          questions: prev.questions.map((q) => q.id === question.id ? {
+            ...q,
+            max_marks: parseNumber(partDraft.max_marks, question.max_marks),
+            answer_type: partDraft.answer_type,
+            mark_scheme: draftToScheme(partDraft),
+            spec_ref: partDraft.spec_ref.trim() || null,
+          } : q),
+        };
+      });
+      setNotice(`Saved mark scheme for Part ${question.label}.`);
+    } catch (e) {
+      const msg = e instanceof Error ? e.message : String(e);
+      logger.error('cc-exam-marker', 'Save mark scheme failed', { message: msg, questionId: question.id });
+      setError(msg);
+    } finally {
+      setSavingId(null);
+    }
+  };
+
+  const syncGraph = async () => {
+    if (!templateId) return;
+    setSyncing(true);
+    setError(null);
+    setNotice(null);
+    try {
+      const res = await examRepository.syncTemplateToGraph(templateId);
+      setNotice(`Neo4j projection ${res.status}; ${JSON.stringify(res.projection ?? {})}`);
+    } catch (e) {
+      const msg = e instanceof Error ? e.message : String(e);
+      logger.error('cc-exam-marker', 'Neo4j sync failed', { message: msg, templateId });
+      setError(msg);
+    } finally {
+      setSyncing(false);
+    }
+  };
+
+  if (loading) {
+    return <Box sx={{ display: 'flex', justifyContent: 'center', py: 10 }}><CircularProgress /></Box>;
+  }
+
+  return (
+    <Container maxWidth="xl" sx={{ py: 4 }}>
+      <Stack spacing={3}>
+        <Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', flexWrap: 'wrap', gap: 2 }}>
+          <Box>
+            <Button startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} sx={{ mb: 1 }}>
+              Back to templates
+            </Button>
+            <Typography variant="h3" component="h1">Mark Scheme editor</Typography>
+            <Typography variant="body1" color="text.secondary">
+              {template?.title ?? 'Template'} · Edit per-Part mark schemes and link assessed specification points.
+            </Typography>
+          </Box>
+          <Stack direction="row" spacing={1}>
+            {templateId && <Button variant="outlined" onClick={() => navigate(`/exam-marker/${templateId}/setup`)}>Setup canvas</Button>}
+            <Button variant="outlined" startIcon={<SyncIcon />} onClick={syncGraph} disabled={syncing || !templateId}>
+              {syncing ? 'Syncing…' : 'Sync to graph'}
+            </Button>
+          </Stack>
+        </Box>
+
+        {error && <Alert severity="error" onClose={() => setError(null)}>{error}</Alert>}
+        {notice && <Alert severity="success" onClose={() => setNotice(null)}>{notice}</Alert>}
+        {specEndpointMissing && (
+          <Alert severity="warning">
+            SpecPoint picker endpoint was not available from this API build. You can still type a spec_ref manually; the backend projection resolves it during neo4j-sync.
+          </Alert>
+        )}
+
+        <Paper variant="outlined" sx={{ p: 2 }}>
+          <Grid container spacing={2} alignItems="center">
+            <Grid item xs={12} md={4}>
+              <TextField
+                label="Specification code"
+                value={specCode}
+                onChange={(e) => setSpecCode(e.target.value)}
+                fullWidth
+                helperText="Example: AQA-PHYS-8463. Used by the SpecPoint picker."
+              />
+            </Grid>
+            <Grid item xs={12} md={8}>
+              <Typography variant="body2" color="text.secondary">
+                Save writes PATCH /api/exam/questions/:id. Spec refs are persisted on the Part and projected as (:Part)-[:ASSESSES]-&gt;(:SpecPoint).
+              </Typography>
+            </Grid>
+          </Grid>
+        </Paper>
+
+        {parts.length === 0 ? (
+          <Alert severity="info">
+            This template has no Parts yet. Draw Part boxes on the setup canvas first, then return here to enter mark schemes.
+          </Alert>
+        ) : (
+          <Grid container spacing={3}>
+            <Grid item xs={12} md={3}>
+              <Card variant="outlined">
+                <CardContent>
+                  <Typography variant="h6" gutterBottom>Parts</Typography>
+                  <Tabs
+                    orientation="vertical"
+                    value={selectedId ?? false}
+                    onChange={(_, value) => setSelectedId(value)}
+                    variant="scrollable"
+                    sx={{ borderRight: 1, borderColor: 'divider', maxHeight: '65vh' }}
+                  >
+                    {parts.map((part) => (
+                      <Tab
+                        key={part.id}
+                        value={part.id}
+                        label={
+                          <Box sx={{ textAlign: 'left', width: '100%' }}>
+                            <Typography variant="body2">Part {part.label}</Typography>
+                            <Stack direction="row" spacing={0.5} sx={{ mt: 0.5, flexWrap: 'wrap' }}>
+                              <Chip size="small" label={`${drafts[part.id]?.max_marks ?? part.max_marks} marks`} />
+                              {(drafts[part.id]?.spec_ref || part.spec_ref) && <Chip size="small" color="info" label={drafts[part.id]?.spec_ref || part.spec_ref || ''} />}
+                            </Stack>
+                          </Box>
+                        }
+                      />
+                    ))}
+                  </Tabs>
+                </CardContent>
+              </Card>
+            </Grid>
+
+            <Grid item xs={12} md={9}>
+              {selected && draft && (
+                <Card variant="outlined">
+                  <CardContent>
+                    <Stack spacing={3}>
+                      <Box sx={{ display: 'flex', justifyContent: 'space-between', gap: 2, flexWrap: 'wrap' }}>
+                        <Box>
+                          <Typography variant="h5">Part {selected.label}</Typography>
+                          <Typography variant="body2" color="text.secondary">
+                            {selected.parent_id ? `Parent question ${selected.parent_id}` : 'No parent question'}
+                          </Typography>
+                        </Box>
+                        <Button
+                          variant="contained"
+                          startIcon={<SaveIcon />}
+                          disabled={savingId === selected.id}
+                          onClick={() => savePart(selected)}
+                        >
+                          {savingId === selected.id ? 'Saving…' : 'Save part'}
+                        </Button>
+                      </Box>
+
+                      <Grid container spacing={2}>
+                        <Grid item xs={12} sm={4}>
+                          <TextField
+                            label="Max marks"
+                            value={draft.max_marks}
+                            onChange={(e) => updateDraft(selected.id, { max_marks: e.target.value })}
+                            type="number"
+                            inputProps={{ min: 0, step: 0.5 }}
+                            fullWidth
+                          />
+                        </Grid>
+                        <Grid item xs={12} sm={4}>
+                          <FormControl fullWidth>
+                            <InputLabel id="answer-type-label">Answer type</InputLabel>
+                            <Select
+                              labelId="answer-type-label"
+                              label="Answer type"
+                              value={draft.answer_type}
+                              onChange={(e) => updateDraft(selected.id, { answer_type: e.target.value as PartDraft['answer_type'] })}
+                            >
+                              {ANSWER_TYPES.map((type) => <MenuItem key={type} value={type}>{type}</MenuItem>)}
+                            </Select>
+                          </FormControl>
+                        </Grid>
+                        <Grid item xs={12} sm={4}>
+                          <FormControl fullWidth>
+                            <InputLabel id="scheme-type-label">Scheme form</InputLabel>
+                            <Select
+                              labelId="scheme-type-label"
+                              label="Scheme form"
+                              value={draft.schemeType}
+                              onChange={(e) => updateDraft(selected.id, { schemeType: e.target.value as MarkSchemeType })}
+                            >
+                              {SCHEME_TYPES.map((type) => <MenuItem key={type.value} value={type.value}>{type.label}</MenuItem>)}
+                            </Select>
+                          </FormControl>
+                        </Grid>
+                      </Grid>
+
+                      <Autocomplete
+                        options={specPoints}
+                        value={selectedSpecPoint}
+                        onChange={(_, value) => updateDraft(selected.id, { spec_ref: value?.ref ?? '' })}
+                        getOptionLabel={(option) => `${option.ref} — ${option.description}`}
+                        isOptionEqualToValue={(option, value) => option.ref === value.ref}
+                        renderInput={(params) => (
+                          <TextField
+                            {...params}
+                            label="SpecPoint picker"
+                            helperText={specPoints.length ? 'Choose a seeded SpecPoint, or type below to override.' : 'No picker results loaded; type spec_ref manually below.'}
+                          />
+                        )}
+                      />
+
+                      <TextField
+                        label="spec_ref"
+                        value={draft.spec_ref}
+                        onChange={(e) => updateDraft(selected.id, { spec_ref: e.target.value })}
+                        helperText="Persisted to exam_questions.spec_ref; graph sync creates the ASSESSES edge when the ref matches a seeded SpecPoint."
+                        fullWidth
+                      />
+
+                      <Divider />
+
+                      <TextField
+                        label={`${SCHEME_TYPES.find((type) => type.value === draft.schemeType)?.label ?? 'Mark scheme'} body`}
+                        value={draft.body}
+                        onChange={(e) => updateDraft(selected.id, { body: e.target.value })}
+                        helperText={SCHEME_TYPES.find((type) => type.value === draft.schemeType)?.helper}
+                        multiline
+                        minRows={10}
+                        fullWidth
+                      />
+
+                      <TextField
+                        label="Internal marking notes"
+                        value={draft.notes}
+                        onChange={(e) => updateDraft(selected.id, { notes: e.target.value })}
+                        multiline
+                        minRows={3}
+                        fullWidth
+                      />
+                    </Stack>
+                  </CardContent>
+                </Card>
+              )}
+            </Grid>
+          </Grid>
+        )}
+      </Stack>
+    </Container>
+  );
+};
+
+export default MarkSchemePage;

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

@@ -1,2 +1,6 @@
 export { default as ExamDashboardPage } from './ExamDashboardPage';
 export { default as ExamTemplateSetupPage } from './setup/ExamTemplateSetupPage';
+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

@@ -1,33 +1,66 @@
 
 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 '@tldraw/tldraw/tldraw.css'
-import { Editor, Tldraw, createShapeId, defaultBindingUtils, TLShape } from '@tldraw/tldraw'
+import { Editor, Tldraw, createShapeId, TLShape } from '@tldraw/tldraw'
 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 { ExamCanvasShapeModel, PAGE_HEIGHT, PAGE_WIDTH, isUuid, newDomainId, serializeCanvasShapes, shapesFromTemplate } from '../../../utils/exam-canvas/model'
+import { CanvasPageGeometry, ExamCanvasShapeModel, PAGE_HEIGHT, PAGE_WIDTH, isUuid, newDomainId, serializeCanvasShapes, shapesFromTemplate } from '../../../utils/exam-canvas/model'
-import { examCanvasShapeUtils, examCanvasTools, ExamCanvasTLShape, SHAPE_TYPES, shapeTypeToKind } from './examCanvasShapes'
+import { PDF_PAGE_SHAPE_TYPE, canvasShapePalette, examCanvasShapeUtils, examCanvasTools, ExamCanvasTLShape, SHAPE_TYPES, isPdfPageShape, shapeTypeToKind } from './examCanvasShapes'
+import { loadPdfPageImages, PdfPageImage } from './pdfLoader'
 
 const TOOLS = [
-  { id: 'select', label: 'Select', tip: 'Move, resize, or delete shapes.', color: 'default' as const },
+  { id: 'select', label: 'Select', icon: '↖', tip: 'Move, resize, delete, or inspect the Attached pill on a region.', color: 'inherit' as const },
-  { id: SHAPE_TYPES.boundary, label: 'Boundary', tip: 'Draw one horizontal line. A main question is saved from each top+bottom pair.', color: 'error' as const },
+  { id: SHAPE_TYPES.boundary, label: 'Boundary', icon: canvasShapePalette.boundary.icon, tip: 'Draw Q start and Q end horizontal rules; an end rule on a later page creates a multi-page question span.', color: 'error' as const },
-  { id: SHAPE_TYPES.part, label: 'Part', tip: 'Draw the markable sub-question box inside a boundary pair.', color: 'warning' as const },
+  { id: SHAPE_TYPES.part, label: 'Part', icon: canvasShapePalette.part.icon, tip: 'Draw the markable sub-question box inside a boundary pair; it becomes the leaf question/part.', color: 'warning' as const },
-  { id: SHAPE_TYPES.response, label: 'Response', tip: 'Draw around where the student writes; saved with response_form=lines.', color: 'primary' as const },
+  { id: SHAPE_TYPES.response, label: 'Response', icon: canvasShapePalette.response.icon, tip: 'Draw around where the student writes; blue regions save as response areas.', color: 'primary' as const },
-  { id: SHAPE_TYPES.context, label: 'Context', tip: 'Draw around stimulus/context material; saved with context_type=generic.', color: 'secondary' as const },
+  { id: SHAPE_TYPES.context, label: 'Context', icon: canvasShapePalette.context.icon, tip: 'Draw stimulus, figures, tables, or prompt text; purple dashed regions save as context.', color: 'secondary' as const },
-  { id: SHAPE_TYPES.question_number, label: 'Q Number', tip: 'Box the printed question number.', color: 'success' as const },
+  { id: SHAPE_TYPES.question_number, label: 'Q Number', icon: canvasShapePalette.question_number.icon, tip: 'Box the printed question number for OCR/structure extraction.', color: 'success' as const },
-  { id: SHAPE_TYPES.mark_area, label: 'Mark Area', tip: 'Box printed marks such as [2].', color: 'success' as const },
+  { id: SHAPE_TYPES.mark_area, label: 'Mark Area', icon: canvasShapePalette.mark_area.icon, tip: 'Box printed marks such as [2] or Total for Question text.', color: 'success' as const },
-  { id: SHAPE_TYPES.reference, label: 'Reference', tip: 'Box student resources/reference material.', color: 'info' as const },
+  { id: SHAPE_TYPES.reference, label: 'Reference', icon: canvasShapePalette.reference.icon, tip: 'Box formulae, data sheets, appendices, or other resources the student may use.', color: 'info' as const },
-  { id: SHAPE_TYPES.furniture, label: 'Furniture', tip: 'Mark margins/page numbers/ignored decoration.', color: 'default' as const },
+  { 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 = 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 }
+    y += page.height
+    return geometry
+  })
+}
+
+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
@@ -37,6 +70,18 @@ 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 })
+}
+
 function stripShapePrefix(id: string) {
   return id.startsWith('shape:') ? id.slice('shape:'.length) : id
 }
@@ -72,9 +117,18 @@ 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)
@@ -84,26 +138,61 @@ 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('|') },
   })))
 }
 
+function syncPdfPages(editor: Editor, pages: PdfPageImage[]) {
+  const existing = editor.getCurrentPageShapes().filter((s) => isPdfPageShape(s.type)).map((s) => s.id)
+  if (existing.length) editor.deleteShapes(existing)
+  if (!pages.length) return
+  const geometries = pageGeometryFromImages(pages)
+  editor.createShapes(geometries.map((geometry) => {
+    const page = pages[geometry.pageNumber - 1]
+    return {
+      id: createShapeId(PDF_PAGE_IDS_PREFIX + geometry.pageNumber),
+      type: PDF_PAGE_SHAPE_TYPE,
+      x: geometry.x,
+      y: geometry.y,
+      isLocked: true,
+      props: { w: geometry.w, h: geometry.h, src: page.src, pageNumber: geometry.pageNumber },
+    } as any
+  }))
+  // z-order is enforced by the caller via bringDomainShapesToFront
+}
+
 function seedGuide(editor: Editor) {
   const current = editor.getCurrentPageShapes().filter((s) => shapeTypeToKind(s.type))
   if (current.length) return
   editor.createShapes([
     { id: createShapeId(newDomainId()), type: SHAPE_TYPES.boundary, x: 48, y: 120, props: { w: PAGE_WIDTH - 96, h: 8, kind: 'boundary', label: 'Q1 start', domainId: newDomainId() } },
-    { id: createShapeId(newDomainId()), type: SHAPE_TYPES.boundary, x: 48, y: 520, props: { w: PAGE_WIDTH - 96, h: 8, kind: 'boundary', label: 'Q1 end', domainId: newDomainId() } },
+    { id: createShapeId(newDomainId()), type: SHAPE_TYPES.boundary, x: 48, y: PAGE_HEIGHT + 160, props: { w: PAGE_WIDTH - 96, h: 8, kind: 'boundary', label: 'Q1 end (page 2)', domainId: newDomainId() } },
     { id: createShapeId(newDomainId()), type: SHAPE_TYPES.part, x: 92, y: 180, props: { w: 520, h: 150, kind: 'part', label: 'Q1(a)', maxMarks: 3, domainId: newDomainId() } },
     { id: createShapeId(newDomainId()), type: SHAPE_TYPES.response, x: 116, y: 355, props: { w: 470, h: 120, kind: 'response', label: 'Response', responseForm: 'lines', domainId: newDomainId() } },
+    { id: createShapeId(newDomainId()), type: SHAPE_TYPES.context, x: 116, y: 495, props: { w: 470, h: 90, kind: 'context', label: 'Context', contextType: 'generic', domainId: newDomainId() } },
   ])
 }
 
+
+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()
   const theme = useTheme()
   const editorRef = useRef<Editor | null>(null)
+  const pageGeometriesRef = useRef<CanvasPageGeometry[]>([])
   const [template, setTemplate] = useState<ExamTemplateDetail | null>(null)
   const [loading, setLoading] = useState(true)
   const [saving, setSaving] = useState(false)
@@ -111,6 +200,26 @@ const ExamTemplateSetupInner: React.FC = () => {
   const [error, setError] = useState<string | null>(null)
   const [conflict, setConflict] = useState<string | null>(null)
   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 autoMapPollRef = useRef<number | null>(null)
+
+  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 review = useMemo(() => reviewSummary(template), [template])
 
   const load = useCallback(async () => {
     if (!templateId) return
@@ -118,8 +227,44 @@ const ExamTemplateSetupInner: React.FC = () => {
     try {
       const detail = await examRepository.getTemplate(templateId)
       setTemplate(detail)
+      let pages: PdfPageImage[] = []
+      setPdfStatus('loading')
+      setPdfError(null)
+      try {
+        const bytes = await examRepository.getTemplateSourcePdf(templateId)
+        pages = await loadPdfPageImages(bytes, undefined, (partialPages) => {
+          const newPage = partialPages[partialPages.length - 1]
+          const allGeometries = pageGeometryFromImages(partialPages)
+          pageGeometriesRef.current = allGeometries
+          const ed = editorRef.current
+          if (ed) {
+            const geometry = allGeometries[partialPages.length - 1]
+            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])
+              bringDomainShapesToFront(ed)
+            }
+            applyDocViewConstraints(ed, partialPages)
+          }
+          setPdfStatus('ready')
+        })
+        setPdfStatus(pages.length ? 'ready' : 'missing')
+      } catch (pdfErr) {
+        const pdfMsg = apiMessage(pdfErr).message
+        setPdfStatus(pdfMsg.toLowerCase().includes('404') ? 'missing' : 'error')
+        setPdfError(pdfMsg)
+        logger.warn('cc-exam-marker', 'Template source PDF load failed', { templateId, message: pdfMsg })
+      }
+      const geometries = pageGeometryFromImages(pages)
+      pageGeometriesRef.current = geometries
       const editor = editorRef.current
-      if (editor) loadShapes(editor, shapesFromTemplate(detail))
+      if (editor) {
+        syncPdfPages(editor, pages)
+        loadShapes(editor, shapesFromTemplate(detail, geometries))
+        bringDomainShapesToFront(editor)
+        applyDocViewConstraints(editor, pages)
+        editor.resetZoom()
+      }
       setDirty(false)
     } catch (e) {
       const msg = apiMessage(e).message
@@ -132,6 +277,62 @@ 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
@@ -139,10 +340,10 @@ const ExamTemplateSetupInner: React.FC = () => {
     try {
       ensureDomainIds(editor)
       const shapes = editor.getCurrentPageShapes().map(modelFromTLShape).filter(Boolean) as ExamCanvasShapeModel[]
-      const payload = serializeCanvasShapes(template, shapes)
+      const payload = serializeCanvasShapes(template, shapes, pageGeometriesRef.current)
       const saved = await examRepository.replaceTemplate(templateId, payload)
       setTemplate(saved)
-      loadShapes(editor, shapesFromTemplate(saved))
+      loadShapes(editor, shapesFromTemplate(saved, pageGeometriesRef.current))
       setDirty(false)
     } catch (e) {
       const msg = apiMessage(e)
@@ -153,13 +354,18 @@ 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
         size="small"
         variant={activeTool === tool.id ? 'contained' : 'outlined'}
         color={tool.color}
-        startIcon={tool.id === 'select' ? <MouseIcon fontSize="small" /> : undefined}
+        startIcon={tool.id === 'select' ? <MouseIcon fontSize="small" /> : <Box component="span" sx={{ minWidth: 22, textAlign: 'center', fontWeight: 900 }}>{tool.icon}</Box>}
         onClick={() => {
           const editor = editorRef.current
           if (!editor) return
@@ -174,48 +380,99 @@ 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">
+
+      {/* Top bar — single compact line */}
+      <Paper elevation={8} sx={{ px: 1.5, py: 0.75, display: 'flex', alignItems: 'center', gap: 1, bgcolor: 'background.paper', borderRadius: 0, flexShrink: 0 }}>
+        <Tooltip title="Back to exam marker">
+          <IconButton onClick={() => navigate('/exam-marker')} size="small"><ArrowBackIcon fontSize="small" /></IconButton>
+        </Tooltip>
+        <Divider orientation="vertical" flexItem />
+        <Typography variant="subtitle2" noWrap sx={{ flex: 1, minWidth: 0 }}>{template?.title ?? 'Template setup'}</Typography>
+        <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'} />
+        <Chip size="small" color={dirty ? 'warning' : 'success'} label={dirty ? 'Unsaved' : 'Saved'} />
+        {(autoMapBusy || autoMapStatus) && <Chip size="small" color={autoMapStatus?.status === 'failed' ? 'error' : autoMapStatus?.status === 'completed' ? 'success' : 'info'} label={autoMapStatusLabel(autoMapStatus)} />}
+        <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}
-          bindingUtils={defaultBindingUtils}
               tools={examCanvasTools as any}
               hideUi
               inferDarkMode={theme.palette.mode === 'dark'}
               autoFocus
               onMount={(editor) => {
                 editorRef.current = editor
-            editor.user.updateUserPreferences({ isDarkMode: theme.palette.mode === 'dark' })
+                editor.user.updateUserPreferences({ colorScheme: theme.palette.mode === 'dark' ? 'dark' : 'light' })
                 editor.store.listen(() => setDirty(true), { scope: 'document' })
-            if (template) loadShapes(editor, shapesFromTemplate(template)); else seedGuide(editor)
+                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>
 
-      <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' }}>
+          {/* Guide toggle */}
-        <Button startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} size="small">Back</Button>
+          <Tooltip title={guideOpen ? 'Hide guide' : 'Show setup guide'} placement="left">
-        <Divider orientation="vertical" flexItem />
+            <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' } }}>
-        <Box sx={{ minWidth: 0, flex: 1 }}>
+              <HelpOutlineIcon fontSize="small" color={guideOpen ? 'primary' : 'action'} />
-          <Typography variant="subtitle1" noWrap>{template?.title ?? 'Template setup'}</Typography>
+            </IconButton>
-          <Typography variant="caption" color="text.secondary">Exam Marker › Setup · draw boundaries, part boxes, and regions; Save persists a full replace.</Typography>
+          </Tooltip>
-        </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' }}>
+          {/* Guide panel — collapsible */}
-        <Stack spacing={1}>{toolButtons}</Stack>
+          <Collapse in={guideOpen} sx={{ position: 'absolute', right: 16, bottom: 48, zIndex: 1000, maxWidth: 440 }}>
-      </Paper>
+            <Paper elevation={4} sx={{ p: 2, borderRadius: 3, bgcolor: 'background.paper' }}>
-
-      <Paper elevation={4} sx={{ position: 'absolute', right: 16, bottom: 16, maxWidth: 420, p: 2, borderRadius: 3, bgcolor: 'background.paper' }}>
               <Typography variant="subtitle2" gutterBottom>Setup guide</Typography>
-        <Typography variant="body2" color="text.secondary">
+              <Typography variant="body2" color="text.secondary" sx={{ mb: 1 }}>
-          1) Draw top and bottom Boundary lines for each main question. 2) Draw Part boxes inside the pair. 3) Draw Response/Context/metadata regions inside a Part. Save derives parent links by spatial containment and reloads from the API.
+                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>
 
-      {loading && <Box sx={{ position: 'absolute', inset: 0, display: 'grid', placeItems: 'center', bgcolor: 'rgba(15,23,42,.18)' }}><CircularProgress /></Box>}
+          {/* Conflict alert */}
-      {conflict && <Alert severity="warning" sx={{ position: 'absolute', top: 86, right: 16, maxWidth: 560 }} onClose={() => setConflict(null)}>{conflict}</Alert>}
+          {conflict && <Alert severity="warning" sx={{ position: 'absolute', top: 16, right: 16, maxWidth: 560, zIndex: 1001 }} onClose={() => setConflict(null)}>{conflict}</Alert>}
+        </Box>
+      </Box>
+
+      {loading && <Box sx={{ position: 'absolute', inset: 0, display: 'grid', placeItems: 'center', bgcolor: 'rgba(15,23,42,.18)', zIndex: 10 }}><CircularProgress /></Box>}
       <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 +1,12 @@
 
 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'
 
 export const SHAPE_TYPES = {
   boundary: 'exam-boundary',
@@ -14,6 +19,11 @@ export const SHAPE_TYPES = {
   furniture: 'exam-region-furniture',
 } as const
 
+export type ExamPdfPageTLShape = TLBaseBoxShape & {
+  type: typeof PDF_PAGE_SHAPE_TYPE
+  props: { w: number; h: number; src: string; pageNumber: number }
+}
+
 export type ExamCanvasTLShape = TLBaseBoxShape & {
   type: typeof SHAPE_TYPES[keyof typeof SHAPE_TYPES]
   props: {
@@ -26,50 +36,203 @@ export type ExamCanvasTLShape = TLBaseBoxShape & {
     contextType?: string
     questionId?: string | null
     domainId?: string
+    source?: 'manual' | 'ai'
+    confirmed?: boolean
+    confidence?: number | null
+    derivation?: string | null
+    reviewFlags?: string
   }
 }
 
-const palette: Record<ExamCanvasShapeKind, { stroke: string; fill: string; dash?: string; label: string }> = {
+type CanvasPaletteEntry = {
-  boundary: { stroke: '#ef4444', fill: 'rgba(239,68,68,0.06)', dash: '8 6', label: 'Boundary' },
+  stroke: string
-  part: { stroke: '#f59e0b', fill: 'rgba(245,158,11,0.16)', label: 'Part' },
+  fill: string
-  response: { stroke: '#2563eb', fill: 'rgba(37,99,235,0.16)', label: 'Response' },
+  darkStroke: string
-  context: { stroke: '#7c3aed', fill: 'rgba(124,58,237,0.14)', dash: '6 5', label: 'Context' },
+  darkFill: string
-  question_number: { stroke: '#0f766e', fill: 'rgba(15,118,110,0.14)', label: 'Question #' },
+  dash?: string
-  mark_area: { stroke: '#16a34a', fill: 'rgba(22,163,74,0.14)', label: 'Marks' },
+  label: string
-  reference: { stroke: '#0891b2', fill: 'rgba(8,145,178,0.14)', label: 'Reference' },
+  icon: string
-  furniture: { stroke: '#64748b', fill: 'rgba(100,116,139,0.12)', dash: '3 5', label: 'Furniture' },
+  role: string
+}
+
+export const canvasShapePalette: Record<ExamCanvasShapeKind, CanvasPaletteEntry> = {
+  boundary: { stroke: '#ef4444', fill: 'rgba(239,68,68,0.06)', darkStroke: '#f87171', darkFill: 'rgba(248,113,113,0.10)', dash: '8 6', label: 'Boundary', icon: '↕', role: 'start/end rule' },
+  part: { stroke: '#f59e0b', fill: 'rgba(245,158,11,0.18)', darkStroke: '#fbbf24', darkFill: 'rgba(251,191,36,0.26)', label: 'Part', icon: '□', role: 'markable box' },
+  response: { stroke: '#2563eb', fill: 'rgba(37,99,235,0.18)', darkStroke: '#60a5fa', darkFill: 'rgba(96,165,250,0.34)', label: 'Response', icon: '✎', role: 'student writing' },
+  context: { stroke: '#7c3aed', fill: 'rgba(124,58,237,0.14)', darkStroke: '#a78bfa', darkFill: 'rgba(167,139,250,0.28)', dash: '6 5', label: 'Context', icon: '◉', role: 'stimulus' },
+  question_number: { stroke: '#0f766e', fill: 'rgba(15,118,110,0.14)', darkStroke: '#2dd4bf', darkFill: 'rgba(45,212,191,0.24)', label: 'Question #', icon: '#', role: 'printed label' },
+  mark_area: { stroke: '#16a34a', fill: 'rgba(22,163,74,0.14)', darkStroke: '#4ade80', darkFill: 'rgba(74,222,128,0.23)', label: 'Marks', icon: '[2]', role: 'printed marks' },
+  reference: { stroke: '#0891b2', fill: 'rgba(8,145,178,0.14)', darkStroke: '#22d3ee', darkFill: 'rgba(34,211,238,0.24)', label: 'Reference', icon: '§', role: 'resource' },
+  furniture: { stroke: '#64748b', fill: 'rgba(100,116,139,0.12)', darkStroke: '#cbd5e1', darkFill: 'rgba(148,163,184,0.18)', dash: '3 5', label: 'Furniture', icon: '×', role: 'ignore' },
+}
+
+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
+}
+
+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: ${flags.join(', ')}`)
+  return bits.join(' • ')
+}
+
+function renderBoundaryLine(shape: ExamCanvasTLShape) {
+  const p = canvasShapePalette.boundary
+  const lineY = Math.max(1, Math.min(shape.props.h - 1, shape.props.h / 2))
+  const isAi = shape.props.source === 'ai'
+  const confidence = confidenceLabel(shape.props.confidence)
+  const flags = reviewFlags(shape)
+  return (
+    <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), overflow: 'visible', pointerEvents: 'all' }}>
+      <style>{shapeCss}</style>
+      <svg width={toDomPrecision(shape.props.w)} height={toDomPrecision(shape.props.h)} aria-label={`${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={isAi ? '4 6' : p.dash} strokeLinecap="round" opacity={isAi ? 0.62 : 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">{isAi ? '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 = palette[kind] ?? palette.response
+  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}: ${p.role}`)
   return (
     <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), pointerEvents: 'all' }}>
-      <div style={{
+      <style>{shapeCss}</style>
-        width: '100%', height: '100%', boxSizing: 'border-box', border: `${isBoundary ? 2 : 1.5}px solid ${p.stroke}`,
+      <div
-        borderStyle: p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
+        className={`exam-canvas-shape exam-canvas-shape--${kind}`}
-        background: isBoundary ? 'transparent' : p.fill, color: p.stroke, fontFamily: 'Inter, system-ui, sans-serif',
+        style={{
+          '--exam-light-stroke': p.stroke,
+          '--exam-light-fill': p.fill,
+          '--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: isAi ? 'dashed' : p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
+          background: isBoundary ? 'transparent' : 'var(--exam-fill)', opacity: isAi ? 0.72 : 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 ? 'none' : '0 10px 22px rgba(15,23,42,0.08)', overflow: 'hidden'
+          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}
-        <span style={{ fontSize: 12, fontWeight: 800, textTransform: 'uppercase', letterSpacing: 0.6, background: 'rgba(255,255,255,0.84)', borderRadius: 999, padding: '2px 7px' }}>
+        aria-label={title}
+        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">{isAi ? 'AI' : p.icon}</span>
           {shape.props.label || p.label}
         </span>
-        {!isBoundary && shape.props.questionId && <span style={{ fontSize: 11, fontWeight: 700, opacity: .75 }}>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>
   )
 }
 
 function defaultProps(kind: ExamCanvasShapeKind, w: number, h: number) {
-  const p = palette[kind]
+  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 }
 }
 
-class BoundaryUtil extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = SHAPE_TYPES.boundary; static override props = { 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) }; override getDefaultProps(){ return defaultProps('boundary', 680, 8) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) } }
+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) }
-class PartUtil extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = SHAPE_TYPES.part; static override props = BoundaryUtil.props; override getDefaultProps(){ return defaultProps('part', 420, 170) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) } }
+const ind = (s: ExamCanvasTLShape | ExamPdfPageTLShape) => <rect width={toDomPrecision(s.props.w)} height={toDomPrecision(s.props.h)} />
-function regionUtil(type: string, kind: ExamCanvasRegionKind, w = 360, h = 120) { return class extends BaseBoxShapeUtil<ExamCanvasTLShape> { static override type = type; static override props = BoundaryUtil.props; override getDefaultProps(){ return defaultProps(kind, w, h) }; override component(shape: ExamCanvasTLShape){ return renderShape(shape) } } }
+
+class PdfPageUtil extends BaseBoxShapeUtil<ExamPdfPageTLShape> {
+  static override type = PDF_PAGE_SHAPE_TYPE
+  static override props = { w: T.number, h: T.number, src: T.string, pageNumber: T.number }
+  override getDefaultProps() { return { w: 780, h: 1100, src: '', pageNumber: 1 } }
+  override canEdit() { return false }
+  override component(shape: ExamPdfPageTLShape) {
+    return (
+      <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), pointerEvents: 'none' }}>
+        <img src={shape.props.src} alt={'PDF page ' + shape.props.pageNumber} draggable={false} style={{ width: '100%', height: '100%', display: 'block', userSelect: 'none', pointerEvents: 'none', boxShadow: '0 2px 16px rgba(15,23,42,0.18)', background: '#fff' }} />
+      </HTMLContainer>
+    )
+  }
+  override indicator(shape: ExamPdfPageTLShape) { 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) } } }
 
 class BoundaryTool extends BaseBoxShapeTool { static override id = SHAPE_TYPES.boundary; static override initial = 'pointing'; shapeType = SHAPE_TYPES.boundary }
 class PartTool extends BaseBoxShapeTool { static override id = SHAPE_TYPES.part; static override initial = 'pointing'; shapeType = SHAPE_TYPES.part }
@@ -80,9 +243,13 @@ class MarkAreaTool extends BaseBoxShapeTool { static override id = SHAPE_TYPES.m
 class ReferenceTool extends BaseBoxShapeTool { static override id = SHAPE_TYPES.reference; static override initial = 'pointing'; shapeType = SHAPE_TYPES.reference }
 class FurnitureTool extends BaseBoxShapeTool { static override id = SHAPE_TYPES.furniture; static override initial = 'pointing'; shapeType = SHAPE_TYPES.furniture }
 
-export const examCanvasShapeUtils = [BoundaryUtil, PartUtil, regionUtil(SHAPE_TYPES.response, 'response'), regionUtil(SHAPE_TYPES.context, 'context'), regionUtil(SHAPE_TYPES.question_number, 'question_number', 170, 80), regionUtil(SHAPE_TYPES.mark_area, 'mark_area', 170, 80), regionUtil(SHAPE_TYPES.reference, 'reference'), regionUtil(SHAPE_TYPES.furniture, 'furniture')] as const
+export const examCanvasShapeUtils = [PdfPageUtil, BoundaryUtil, PartUtil, regionUtil(SHAPE_TYPES.response, 'response'), regionUtil(SHAPE_TYPES.context, 'context'), regionUtil(SHAPE_TYPES.question_number, 'question_number', 170, 80), regionUtil(SHAPE_TYPES.mark_area, 'mark_area', 170, 80), regionUtil(SHAPE_TYPES.reference, 'reference'), regionUtil(SHAPE_TYPES.furniture, 'furniture')] as const
 export const examCanvasTools = [BoundaryTool, PartTool, ResponseTool, ContextTool, QuestionNumberTool, MarkAreaTool, ReferenceTool, FurnitureTool] as const
 
+export function isPdfPageShape(type: string): boolean {
+  return type === PDF_PAGE_SHAPE_TYPE
+}
+
 export function shapeTypeToKind(type: string): ExamCanvasShapeKind | null {
   const entry = Object.entries(SHAPE_TYPES).find(([, v]) => v === type)
   return (entry?.[0] as ExamCanvasShapeKind | undefined) ?? null

src/pages/exam/setup/pdfLoader.ts

@@ -0,0 +1,47 @@
+import * as pdfjsLib from "pdfjs-dist"
+import pdfWorkerSrc from "pdfjs-dist/build/pdf.worker.mjs?url"
+
+import { PAGE_WIDTH } from "../../../utils/exam-canvas/model"
+
+pdfjsLib.GlobalWorkerOptions.workerSrc = pdfWorkerSrc
+
+export interface PdfPageImage {
+  pageNumber: number
+  src: string
+  width: number
+  height: number
+}
+
+export async function loadPdfPageImages(
+  pdfBytes: ArrayBuffer,
+  targetWidth = PAGE_WIDTH,
+  onPageReady?: (pages: PdfPageImage[]) => void,
+): Promise<PdfPageImage[]> {
+  const pdf = await pdfjsLib.getDocument({ data: new Uint8Array(pdfBytes) }).promise
+  const pages: PdfPageImage[] = []
+  // Reuse a single canvas across all pages to avoid allocating ~120 MB of canvas memory
+  // for a typical 36-page exam paper.
+  const canvas = document.createElement("canvas")
+
+  for (let pageNumber = 1; pageNumber <= pdf.numPages; pageNumber += 1) {
+    const page = await pdf.getPage(pageNumber)
+    const baseViewport = page.getViewport({ scale: 1 })
+    const scale = targetWidth / baseViewport.width
+    const viewport = page.getViewport({ scale })
+    canvas.width = Math.ceil(viewport.width)
+    canvas.height = Math.ceil(viewport.height)
+    const context = canvas.getContext("2d")
+    if (!context) throw new Error("Unable to create PDF render canvas")
+    context.clearRect(0, 0, canvas.width, canvas.height)
+    await page.render({ canvasContext: context, viewport }).promise
+    pages.push({
+      pageNumber,
+      src: canvas.toDataURL("image/png"),
+      width: canvas.width,
+      height: canvas.height,
+    })
+    onPageReady?.([...pages])
+  }
+
+  return pages
+}

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 +11,23 @@ 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,
   TemplateReplacePayload,
   UpdateTemplateMetaPayload,
 } from '../../types/exam.types';
@@ -56,6 +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,
   };
 }
 
@@ -71,6 +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,
   };
 }
 
@@ -84,6 +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 ?? {},
   };
 }
 
@@ -105,6 +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 },
   );
@@ -127,6 +165,27 @@ 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/${templateId}/source-pdf`, {
+      headers,
+      responseType: 'arraybuffer',
+    });
+    return res.data;
+  },
+
   async createTemplate(payload: CreateTemplatePayload): Promise<ExamTemplate> {
     const headers = await authHeaders();
     const res = await axios.post<ExamTemplate>(`${EXAM_BASE}/templates`, payload, { headers });
@@ -175,6 +234,70 @@ export const examRepository = {
     const headers = await authHeaders();
     await axios.delete(`${EXAM_BASE}/templates/${templateId}`, { headers });
   },
+
+  async patchQuestion(questionId: string, payload: PatchQuestionPayload) {
+    const headers = await authHeaders();
+    const res = await axios.patch(`${EXAM_BASE}/questions/${questionId}`, payload, { headers });
+    return res.data;
+  },
+
+  async listSpecPoints(specCode: string, search?: string): Promise<SpecPoint[]> {
+    const headers = await authHeaders();
+    const res = await axios.get<{ points?: SpecPoint[] } | SpecPoint[]>(
+      `${EXAM_BASE}/specs/${encodeURIComponent(specCode)}/points`,
+      { headers, params: search ? { q: search } : undefined },
+    );
+    if (Array.isArray(res.data)) return res.data;
+    return res.data.points ?? [];
+  },
+
+  async syncTemplateToGraph(templateId: string): Promise<Neo4jSyncResult> {
+    const headers = await authHeaders();
+    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

@@ -31,6 +31,42 @@ export interface CreateTemplatePayload {
   institute_id?: string;
 }
 
+export type MarkSchemeType = 'points' | 'levels' | 'parts' | 'checklist' | 'free';
+
+export interface MarkSchemePoint {
+  mark: number;
+  text: string;
+}
+
+export interface MarkSchemeLevel {
+  level: string;
+  min: number;
+  max: number;
+  descriptor: string;
+}
+
+export interface MarkSchemePart {
+  label: string;
+  marks: number;
+  guidance: string;
+}
+
+export interface MarkSchemeChecklistItem {
+  text: string;
+  marks: number;
+}
+
+export interface MarkScheme {
+  type?: MarkSchemeType;
+  points?: MarkSchemePoint[];
+  levels?: MarkSchemeLevel[];
+  parts?: MarkSchemePart[];
+  checklist?: MarkSchemeChecklistItem[];
+  text?: string;
+  notes?: string;
+  [key: string]: unknown;
+}
+
 export interface UpdateTemplateMetaPayload {
   title?: string;
   subject?: string | null;
@@ -39,6 +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;
@@ -48,11 +86,15 @@ export interface ExamQuestion {
   max_marks: number;
   answer_type: string | null;
   mcq_options: unknown | null;
-  mark_scheme: Record<string, unknown>;
+  mark_scheme: MarkScheme;
   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;
 }
 
 export type ExamResponseAreaKind =
@@ -63,6 +105,8 @@ export type ExamResponseAreaKind =
   | 'reference'
   | 'furniture';
 
+export type ExamMarkSubtype = 'part_marks' | 'question_total' | 'grader_box';
+
 export interface ExamResponseArea {
   id: string;
   question_id: string;
@@ -72,9 +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 {
@@ -85,14 +131,36 @@ 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[];
 }
 
 
@@ -116,6 +184,10 @@ export interface TemplateReplacePayload {
     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;
@@ -128,6 +200,8 @@ export interface TemplateReplacePayload {
     source?: 'manual' | 'ai';
     confirmed?: boolean;
     confidence?: number | null;
+    mark_subtype?: ExamMarkSubtype | null;
+    derivation?: string | null;
   }>;
   boundaries: Array<{
     id?: string;
@@ -136,7 +210,131 @@ export interface TemplateReplacePayload {
     page_index: number;
     y: number;
     bounds?: Record<string, number> | null;
-    source?: 'manual' | 'ai';
+    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;
+  mcq_options?: unknown;
+  mark_scheme?: MarkScheme;
+  is_container?: boolean;
+  spec_ref?: string | null;
+}
+
+export interface SpecPoint {
+  uid?: string;
+  uuid_string?: string;
+  ref: string;
+  description: string;
+  spec_code: string;
+  exam_board_code?: string;
+}
+
+export interface Neo4jSyncResult {
+  status: string;
+  projection?: Record<string, unknown>;
+}
+
+export interface AutoMapAcceptedResponse {
+  status: 'accepted';
+  job_id: string;
+}
+
+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;
+  };
+}
+
+export interface ExamResultRow {
+  submission_id: string;
+  student_id: string | null;
+  student_name: string | null;
+  status: string | null;
+  marks: Record<string, number | null | undefined>;
+  total: number | null;
+}
+
+export interface BatchResultsResponse {
+  batch: MarkingBatch;
+  questions: Array<Pick<ExamQuestion, 'id' | 'label' | 'max_marks' | 'order'>>;
+  results: ExamResultRow[];
+}
+
+export interface CreateBatchPayload {
+  template_id: string;
+  class_id?: string;
+  title?: string;
+}
+
+export interface MarkUpsertPayload {
+  submission_id: string;
+  question_id: string;
+  awarded_marks: number;
+  mark_scheme_detail?: Record<string, unknown>;
+  annotation_shape_ids?: unknown;
+  comment?: string;
+  confirmed?: boolean;
+}

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

@@ -1,11 +1,10 @@
-
 import { describe, expect, it } from 'vitest'
 import type { ExamTemplateDetail } from '../../types/exam.types'
-import { isUuid, serializeCanvasShapes, shapesFromTemplate } from './model'
+import { isUuid, pageForY, serializeCanvasShapes, shapesFromTemplate } from './model'
 
 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', () => {
@@ -30,20 +29,67 @@ describe('exam setup canvas serialization', () => {
     expect(payload.boundaries.every((b) => isUuid(b.id))).toBe(true)
   })
 
+  it('maps shapes to the visible PDF page geometry rather than a fixed page height', () => {
+    const pages = [
+      { pageNumber: 1, x: 260, y: 0, w: 780, h: 1000 },
+      { pageNumber: 2, x: 260, y: 1000, w: 780, h: 1200 },
+    ]
+    expect(pageForY(1050, pages)).toBe(2)
+    const payload = serializeCanvasShapes(template, [
+      { id: 'b-top', kind: 'boundary', x: 260, y: 1020, w: 700, h: 8, label: 'Q1 start' },
+      { id: 'b-bottom', kind: 'boundary', x: 260, y: 1700, w: 700, h: 8, label: 'Q1 end' },
+      { id: 'part-1', kind: 'part', x: 300, y: 1120, w: 300, h: 160, label: 'Q1(a)' },
+      { id: 'resp-1', kind: 'response', x: 320, y: 1160, w: 240, h: 80 },
+    ], 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)
+  })
+
   it('round-trips saved Part geometry and all S4-9 region kinds from API detail', () => {
     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

@@ -1,13 +1,16 @@
 
-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
+export const PAGE_GAP = 0
+
+export interface CanvasPageGeometry { pageNumber: number; x: number; y: number; w: number; h: 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. */
@@ -23,12 +26,35 @@ 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): number {
+export function pageForY(y: number, pages?: CanvasPageGeometry[]): number {
+  if (pages?.length) {
+    const hit = pages.find((page) => y >= page.y && y <= page.y + page.h)
+    if (hit) return hit.pageNumber
+    const nearest = pages.reduce((best, page) => {
+      const dy = Math.min(Math.abs(y - page.y), Math.abs(y - (page.y + page.h)))
+      return dy < best.dy ? { page, dy } : best
+    }, { page: pages[0], dy: Number.POSITIVE_INFINITY })
+    return nearest.page.pageNumber
+  }
   return Math.max(1, Math.floor(y / PAGE_HEIGHT) + 1)
 }
 
+export function pageTop(page: number, pages?: CanvasPageGeometry[]): number {
+  const hit = pages?.find((p) => p.pageNumber === page)
+  return hit?.y ?? ((page - 1) * (PAGE_HEIGHT + PAGE_GAP))
+}
+
+function pageForShape(shape: Pick<ExamCanvasShapeModel, 'y' | 'h'>, pages?: CanvasPageGeometry[]): number {
+  return pageForY(shape.y + shape.h / 2, pages)
+}
+
 export function isUuid(value: string | null | undefined): value is string {
   return typeof value === 'string' && /^[0-9a-f]{8}-[0-9a-f]{4}-[1-5][0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$/i.test(value)
 }
@@ -44,10 +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
@@ -63,10 +114,10 @@ function bandContains(top: ExamCanvasShapeModel, bottom: ExamCanvasShapeModel, s
   return cy >= minY && cy <= maxY
 }
 
-export function serializeCanvasShapes(template: ExamTemplateDetail, shapes: ExamCanvasShapeModel[]): TemplateReplacePayload {
+export function serializeCanvasShapes(template: ExamTemplateDetail, shapes: ExamCanvasShapeModel[], pages?: CanvasPageGeometry[]): TemplateReplacePayload {
   const orderedBoundaries = shapes
     .filter((s) => s.kind === 'boundary')
-    .sort((a, b) => (pageForY(a.y) - pageForY(b.y)) || (a.y - b.y))
+    .sort((a, b) => (pageForShape(a, pages) - pageForShape(b, pages)) || (a.y - b.y))
   const parts = shapes.filter((s) => s.kind === 'part')
   const regions = shapes.filter((s) => s.kind !== 'boundary' && s.kind !== 'part')
 
@@ -81,10 +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` : `${label} end`, page_index: pageForY(b.y) - 1, y: b.y, bounds: bounds(b), source: 'manual', confirmed: true })
+      boundaries.push({ id: isUuid(b.id) ? b.id : newDomainId(), question_id: questionId, label: b === top ? `${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) })
     }
   }
 
@@ -93,37 +144,65 @@ 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: pageForY(part.y) })
+    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'] = []
   for (const region of regions) {
     const containingPart = parts.find((part) => contains(bounds(part), bounds(region)))
-    const fallbackPart = parts.find((part) => pageForY(part.y) === pageForY(region.y)) ?? parts[0]
+    const fallbackPart = parts.find((part) => pageForShape(part, pages) === pageForShape(region, pages)) ?? parts[0]
     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: pageForY(region.y), 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): ExamCanvasShapeModel[] {
+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: (r.page - 1) * PAGE_HEIGHT + 360, w: 360, h: 120 }
+    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 ?? (r.page - 1) * PAGE_HEIGHT + 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
+  })
 }