Merge exam-bank corpus coverage UI

New "Exam bank" page displaying the state of the collected past-paper corpus:
per-specification coverage of question papers / mark schemes / examiner reports,
with global + filtered rollups, board/level/subject filters, a "sciences only"
default, and an expandable per-session table (QP/MS/ER present ✓/–). Reads
GET /api/exam/corpus. Dashboard gets an "Exam bank" entry point.

examRepository.getCorpus + corpus types. tsc clean on the changed files.

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

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, ExamMarkingPage, ExamResultsPage, ExamTemplateSetupPage, MarkSchemePage } from './pages/exam';
+import { ExamDashboardPage, ExamMarkingPage, ExamResultsPage, ExamTemplateSetupPage, MarkSchemePage, QuestionBankPage, CorpusPage } from './pages/exam';
 import { ErrorBoundary } from './components/ErrorBoundary';
 import CalendarPage from './pages/user/calendarPage';
 import SettingsPage from './pages/user/settingsPage';
@@ -184,6 +184,8 @@ const AppRoutes: React.FC = () => {
             <Route path="/search" element={<SearxngPage />} />
             <Route path="/teacher-planner" element={<TeacherPlanner />} />
             <Route path="/exam-marker" element={<ErrorBoundary><ExamDashboardPage /></ErrorBoundary>} />
+            <Route path="/exam-marker/bank" element={<ErrorBoundary><QuestionBankPage /></ErrorBoundary>} />
+            <Route path="/exam-marker/corpus" element={<ErrorBoundary><CorpusPage /></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>} />

src/pages/exam/CorpusPage.tsx

@@ -0,0 +1,156 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate } from 'react-router-dom';
+import {
+  Accordion, AccordionDetails, AccordionSummary, Alert, Box, Button, Chip, CircularProgress, Container,
+  Stack, Table, TableBody, TableCell, TableHead, TableRow, Typography,
+} from '@mui/material';
+import ArrowBackIcon from '@mui/icons-material/ArrowBack';
+import ExpandMoreIcon from '@mui/icons-material/ExpandMore';
+import CheckIcon from '@mui/icons-material/Check';
+import RemoveIcon from '@mui/icons-material/Remove';
+
+import { examRepository } from '../../services/exam/examRepository';
+import type { CorpusResponse, CorpusSpec, CorpusDocType } from '../../types/exam.types';
+
+const DOCS: CorpusDocType[] = ['QP', 'MS', 'ER'];
+const DOC_LABEL: Record<CorpusDocType, string> = { QP: 'Question papers', MS: 'Mark schemes', ER: 'Examiner reports' };
+const SCIENCES = new Set(['Biology', 'Chemistry', 'Physics']);
+
+const CorpusPage: React.FC = () => {
+  const navigate = useNavigate();
+  const [corpus, setCorpus] = useState<CorpusResponse | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+  const [board, setBoard] = useState<string | null>(null);
+  const [level, setLevel] = useState<string | null>(null);
+  const [subject, setSubject] = useState<string | null>(null);
+  const [sciencesOnly, setSciencesOnly] = useState(true);
+
+  const load = useCallback(async () => {
+    setLoading(true); setError(null);
+    try { setCorpus(await examRepository.getCorpus()); }
+    catch (e) { setError(e instanceof Error ? e.message : String(e)); }
+    finally { setLoading(false); }
+  }, []);
+  useEffect(() => { void load(); }, [load]);
+
+  const allSpecs = useMemo<CorpusSpec[]>(
+    () => (corpus?.boards ?? []).flatMap((b) => b.specs),
+    [corpus],
+  );
+  const boards = useMemo(() => Array.from(new Set(allSpecs.map((s) => s.board))).sort(), [allSpecs]);
+  const levels = useMemo(() => Array.from(new Set(allSpecs.map((s) => s.level))).sort(), [allSpecs]);
+  const subjects = useMemo(() => Array.from(new Set(allSpecs.map((s) => s.subject))).sort(), [allSpecs]);
+
+  const specs = useMemo(() => allSpecs.filter((s) =>
+    (!board || s.board === board) && (!level || s.level === level) && (!subject || s.subject === subject)
+    && (!sciencesOnly || SCIENCES.has(s.subject))
+  ).sort((a, b) => (a.board + a.level + a.subject + a.spec_code).localeCompare(b.board + b.level + b.subject + b.spec_code)),
+    [allSpecs, board, level, subject, sciencesOnly]);
+
+  const filteredTotals = useMemo(() => specs.reduce((acc, s) => {
+    acc.specs += 1; acc.papers += s.n_papers;
+    DOCS.forEach((d) => { acc[d] += s.counts[d] ?? 0; });
+    return acc;
+  }, { specs: 0, papers: 0, QP: 0, MS: 0, ER: 0 } as Record<string, number>), [specs]);
+
+  return (
+    <Container maxWidth="lg" sx={{ py: 4 }}>
+      <Button size="small" startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} sx={{ mb: 1 }}>Exam Marker</Button>
+      <Typography variant="h4" component="h1" fontWeight={700}>Exam bank</Typography>
+      <Typography variant="body2" color="text.secondary" sx={{ mb: 2 }}>
+        The collected past-paper corpus — question papers, mark schemes and examiner reports per specification.
+      </Typography>
+
+      {error && <Alert severity="error" sx={{ mb: 2 }} onClose={() => setError(null)}>{error}</Alert>}
+
+      {loading ? (
+        <Box sx={{ display: 'flex', justifyContent: 'center', py: 6 }}><CircularProgress /></Box>
+      ) : (
+        <>
+          {/* Summary of the current selection */}
+          <Stack direction="row" spacing={1} flexWrap="wrap" useFlexGap sx={{ mb: 2 }}>
+            <Chip color="default" label={`${filteredTotals.specs} specifications`} />
+            <Chip color="default" label={`${filteredTotals.papers} papers`} />
+            <Chip color="primary" variant="outlined" label={`${filteredTotals.QP} question papers`} />
+            <Chip color="success" variant="outlined" label={`${filteredTotals.MS} mark schemes`} />
+            <Chip color="warning" variant="outlined" label={`${filteredTotals.ER} examiner reports`} />
+          </Stack>
+
+          {/* Filters */}
+          <Stack spacing={0.75} sx={{ mb: 2 }}>
+            <Stack direction="row" spacing={0.75} alignItems="center" flexWrap="wrap" useFlexGap>
+              <Chip size="small" color={sciencesOnly ? 'secondary' : 'default'} variant={sciencesOnly ? 'filled' : 'outlined'} label="Sciences only" onClick={() => setSciencesOnly((v) => !v)} />
+              <Box sx={{ width: 12 }} />
+              <Typography variant="caption" color="text.secondary">Board:</Typography>
+              <Chip size="small" label="all" variant={board ? 'outlined' : 'filled'} color={board ? 'default' : 'primary'} onClick={() => setBoard(null)} />
+              {boards.map((b) => <Chip key={b} size="small" label={b} variant={board === b ? 'filled' : 'outlined'} color={board === b ? 'primary' : 'default'} onClick={() => setBoard(b)} />)}
+            </Stack>
+            <Stack direction="row" spacing={0.75} alignItems="center" flexWrap="wrap" useFlexGap>
+              <Typography variant="caption" color="text.secondary">Level:</Typography>
+              <Chip size="small" label="all" variant={level ? 'outlined' : 'filled'} color={level ? 'default' : 'primary'} onClick={() => setLevel(null)} />
+              {levels.map((l) => <Chip key={l} size="small" label={l} variant={level === l ? 'filled' : 'outlined'} color={level === l ? 'primary' : 'default'} onClick={() => setLevel(l)} />)}
+              {!sciencesOnly && (<>
+                <Box sx={{ width: 12 }} />
+                <Typography variant="caption" color="text.secondary">Subject:</Typography>
+                <Chip size="small" label="all" variant={subject ? 'outlined' : 'filled'} color={subject ? 'default' : 'primary'} onClick={() => setSubject(null)} />
+                {subjects.map((s) => <Chip key={s} size="small" label={s} variant={subject === s ? 'filled' : 'outlined'} color={subject === s ? 'primary' : 'default'} onClick={() => setSubject(s)} />)}
+              </>)}
+            </Stack>
+          </Stack>
+
+          {specs.length === 0 ? (
+            <Alert severity="info">No specifications match the current filters.</Alert>
+          ) : specs.map((s) => (
+            <Accordion key={s.spec_code} disableGutters>
+              <AccordionSummary expandIcon={<ExpandMoreIcon />}>
+                <Box sx={{ display: 'flex', alignItems: 'center', gap: 1.5, flexWrap: 'wrap', width: '100%' }}>
+                  <Typography sx={{ fontWeight: 700, minWidth: 260 }}>
+                    {s.level} {s.subject} <Typography component="span" color="text.secondary" variant="body2">· {s.spec_code}</Typography>
+                  </Typography>
+                  <Chip size="small" label={`${s.n_papers} papers`} />
+                  <Box sx={{ flex: 1 }} />
+                  {DOCS.map((d) => (
+                    <Chip key={d} size="small" variant="outlined"
+                      color={s.counts[d] ? (d === 'QP' ? 'primary' : d === 'MS' ? 'success' : 'warning') : 'default'}
+                      label={`${d} ${s.counts[d] ?? 0}`} />
+                  ))}
+                </Box>
+              </AccordionSummary>
+              <AccordionDetails sx={{ p: 0 }}>
+                <Box sx={{ overflowX: 'auto' }}>
+                  <Table size="small">
+                    <TableHead>
+                      <TableRow>
+                        <TableCell>Session</TableCell>
+                        <TableCell>Paper</TableCell>
+                        <TableCell>Tier</TableCell>
+                        {DOCS.map((d) => <TableCell key={d} align="center">{DOC_LABEL[d]}</TableCell>)}
+                      </TableRow>
+                    </TableHead>
+                    <TableBody>
+                      {s.papers.map((p, i) => (
+                        <TableRow key={`${p.paper_code}-${p.session}-${i}`} hover>
+                          <TableCell>{p.session ?? '—'}</TableCell>
+                          <TableCell>{p.paper_code ?? '—'}</TableCell>
+                          <TableCell>{p.tier ?? '—'}</TableCell>
+                          {DOCS.map((d) => (
+                            <TableCell key={d} align="center">
+                              {p.docs[d] ? <CheckIcon fontSize="small" color="success" /> : <RemoveIcon fontSize="small" color="disabled" />}
+                            </TableCell>
+                          ))}
+                        </TableRow>
+                      ))}
+                    </TableBody>
+                  </Table>
+                </Box>
+              </AccordionDetails>
+            </Accordion>
+          ))}
+        </>
+      )}
+    </Container>
+  );
+};
+
+export default CorpusPage;

src/pages/exam/ExamDashboardPage.tsx

@@ -25,6 +25,8 @@ 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 PlaylistAddCheckIcon from '@mui/icons-material/PlaylistAddCheck';
+import LibraryBooksIcon from '@mui/icons-material/LibraryBooks';
 
 import { useAuth } from '../../contexts/AuthContext';
 import { examRepository } from '../../services/exam/examRepository';
@@ -233,9 +235,17 @@ const ExamDashboardPage: React.FC = () => {
               Build multiple named templates for the same paper, version them as your setup changes, and archive drafts you no longer need.
             </Typography>
           </Box>
-          <Button variant="contained" startIcon={<AddIcon />} onClick={openCreate}>
+          <Stack direction="row" spacing={1}>
-            New template
+            <Button variant="outlined" startIcon={<LibraryBooksIcon />} onClick={() => navigate('/exam-marker/corpus')}>
-          </Button>
+              Exam bank
+            </Button>
+            <Button variant="outlined" startIcon={<PlaylistAddCheckIcon />} onClick={() => navigate('/exam-marker/bank')}>
+              Question bank
+            </Button>
+            <Button variant="contained" startIcon={<AddIcon />} onClick={openCreate}>
+              New template
+            </Button>
+          </Stack>
         </Box>
 
         {error && (

src/pages/exam/ExamMarkingPage.tsx

@@ -1,4 +1,4 @@
-import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import React, { useCallback, useEffect, useMemo, useRef, useState } from 'react';
 import { useNavigate, useParams } from 'react-router-dom';
 import { v5 as uuidv5 } from 'uuid';
 import {
@@ -21,6 +21,7 @@ import {
 import ArrowBackIcon from '@mui/icons-material/ArrowBack';
 import SaveIcon from '@mui/icons-material/Save';
 import TableChartIcon from '@mui/icons-material/TableChart';
+import UploadFileIcon from '@mui/icons-material/UploadFile';
 
 import { examRepository } from '../../services/exam/examRepository';
 import type { BatchQueueResponse, ExamQuestion, ExamTemplateDetail, StudentSubmission } from '../../types/exam.types';
@@ -43,6 +44,8 @@ const ExamMarkingPage: React.FC = () => {
   const [saving, setSaving] = useState(false);
   const [message, setMessage] = useState<string | null>(null);
   const [error, setError] = useState<string | null>(null);
+  const [uploading, setUploading] = useState(false);
+  const fileInputRef = useRef<HTMLInputElement | null>(null);
 
   const load = useCallback(async () => {
     if (!batchId) return;
@@ -68,6 +71,28 @@ const ExamMarkingPage: React.FC = () => {
     () => (template?.questions ?? []).filter((q) => !q.is_container).sort((a, b) => a.order - b.order),
     [template],
   );
+  const onScanFiles = useCallback(async (files: FileList | null) => {
+    if (!batchId || !files || files.length === 0) return;
+    setUploading(true); setError(null); setMessage(null);
+    let ok = 0;
+    const failures: string[] = [];
+    for (const file of Array.from(files)) {
+      try {
+        // 'ordered' assigns each scan to the next not-yet-submitted roster slot; unmatched scans
+        // become an unmatched submission the teacher can reconcile.
+        await examRepository.uploadScan(batchId, file, { matchingMethod: 'ordered' });
+        ok += 1;
+      } catch (e) {
+        failures.push(`${file.name}: ${e instanceof Error ? e.message : String(e)}`);
+      }
+    }
+    setUploading(false);
+    if (fileInputRef.current) fileInputRef.current.value = '';
+    await load();
+    if (ok) setMessage(`Uploaded ${ok} scan${ok === 1 ? '' : 's'}${failures.length ? `, ${failures.length} failed` : ''}`);
+    if (failures.length) setError(failures.join(' · '));
+  }, [batchId, load]);
+
   const selected = queue?.submissions.find((s) => s.id === selectedId) ?? null;
 
   const saveSelected = async () => {
@@ -154,7 +179,29 @@ const ExamMarkingPage: React.FC = () => {
         <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>
+              <Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', gap: 1, mb: 1 }}>
+                <Typography variant="h6">Marking queue</Typography>
+                <Button
+                  size="small"
+                  variant="outlined"
+                  startIcon={<UploadFileIcon fontSize="small" />}
+                  disabled={uploading}
+                  onClick={() => fileInputRef.current?.click()}
+                >
+                  {uploading ? 'Uploading…' : 'Upload scans'}
+                </Button>
+                <input
+                  ref={fileInputRef}
+                  type="file"
+                  accept="application/pdf"
+                  multiple
+                  hidden
+                  onChange={(e) => { void onScanFiles(e.target.files); }}
+                />
+              </Box>
+              <Typography variant="caption" color="text.secondary" sx={{ display: 'block', mb: 1 }}>
+                Scanned PDFs fill the roster in order; unmatched scans appear below to reconcile.
+              </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" />

src/pages/exam/QuestionBankPage.tsx

@@ -0,0 +1,207 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { useNavigate } from 'react-router-dom';
+import {
+  Alert, Box, Button, Card, CardActionArea, CardContent, Chip, CircularProgress, Container,
+  Dialog, DialogActions, DialogContent, DialogTitle, Stack, TextField, Typography,
+} from '@mui/material';
+import ArrowBackIcon from '@mui/icons-material/ArrowBack';
+import PlaylistAddCheckIcon from '@mui/icons-material/PlaylistAddCheck';
+import CheckCircleIcon from '@mui/icons-material/CheckCircle';
+import RadioButtonUncheckedIcon from '@mui/icons-material/RadioButtonUnchecked';
+
+import { examRepository } from '../../services/exam/examRepository';
+import type { BankQuestion, BankResponse } from '../../types/exam.types';
+import { cropQuestion } from './bankCrops';
+
+const QuestionCrop: React.FC<{ q: BankQuestion }> = ({ q }) => {
+  const [src, setSrc] = useState<string | null>(null);
+  const [done, setDone] = useState(false);
+  useEffect(() => {
+    let alive = true;
+    cropQuestion({ templateId: q.template_id, page: q.page, bounds: q.bounds })
+      .then((d) => { if (alive) { setSrc(d); setDone(true); } })
+      .catch(() => { if (alive) setDone(true); });
+    return () => { alive = false; };
+  }, [q.template_id, q.page, q.bounds]);
+  if (src) {
+    return <Box component="img" src={src} alt="" loading="lazy" sx={{ width: '100%', maxHeight: 150, objectFit: 'cover', objectPosition: 'top', display: 'block', bgcolor: '#fff', borderBottom: 1, borderColor: 'divider' }} />;
+  }
+  return (
+    <Box sx={{ height: 56, display: 'flex', alignItems: 'center', justifyContent: 'center', bgcolor: 'action.hover', borderBottom: 1, borderColor: 'divider', color: 'text.disabled', fontSize: 12 }}>
+      {done ? 'no preview' : <CircularProgress size={16} />}
+    </Box>
+  );
+};
+
+const QuestionBankPage: React.FC = () => {
+  const navigate = useNavigate();
+  const [bank, setBank] = useState<BankResponse | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+  const [specRef, setSpecRef] = useState<string | null>(null);
+  const [subject, setSubject] = useState<string | null>(null);
+  const [selected, setSelected] = useState<Set<string>>(new Set());
+  const [dialogOpen, setDialogOpen] = useState(false);
+  const [title, setTitle] = useState('');
+  const [creating, setCreating] = useState(false);
+
+  const load = useCallback(async () => {
+    setLoading(true); setError(null);
+    try {
+      setBank(await examRepository.getBank({ specRef: specRef ?? undefined, subject: subject ?? undefined }));
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+    } finally {
+      setLoading(false);
+    }
+  }, [specRef, subject]);
+
+  useEffect(() => { void load(); }, [load]);
+
+  const toggle = (id: string) => setSelected((prev) => {
+    const next = new Set(prev);
+    if (next.has(id)) next.delete(id); else next.add(id);
+    return next;
+  });
+
+  const selectedList = useMemo(() => Array.from(selected), [selected]);
+  const selectedQuestions = useMemo(
+    () => (bank?.questions ?? []).filter((q) => selected.has(q.id)),
+    [bank, selected],
+  );
+  const totalMarks = selectedQuestions.reduce((s, q) => s + (q.max_marks ?? 0), 0);
+
+  // facet lists (sorted) with counts
+  const specFacets = Object.entries(bank?.facets.spec_ref ?? {}).sort((a, b) => (a[0] < b[0] ? -1 : 1));
+  const subjectFacets = Object.entries(bank?.facets.subject ?? {}).sort((a, b) => (a[0] < b[0] ? -1 : 1));
+
+  const create = async () => {
+    setCreating(true); setError(null);
+    try {
+      const subj = subject ?? selectedQuestions[0]?.paper.subject ?? undefined;
+      const res = await examRepository.createCustomPaper({
+        title: title.trim() || `Custom paper — ${new Date().toISOString().slice(0, 10)}`,
+        subject: subj ?? undefined,
+        question_ids: selectedList,
+      });
+      navigate(`/exam-marker/${res.id}/setup`);
+    } catch (e) {
+      setError(e instanceof Error ? e.message : String(e));
+      setCreating(false);
+      setDialogOpen(false);
+    }
+  };
+
+  return (
+    <Container maxWidth="lg" sx={{ py: 4 }}>
+      <Button size="small" startIcon={<ArrowBackIcon />} onClick={() => navigate('/exam-marker')} sx={{ mb: 1 }}>
+        Exam Marker
+      </Button>
+      <Box sx={{ display: 'flex', alignItems: 'flex-start', justifyContent: 'space-between', gap: 2, flexWrap: 'wrap', mb: 2 }}>
+        <Box>
+          <Typography variant="h4" component="h1" fontWeight={700}>Question bank</Typography>
+          <Typography variant="body2" color="text.secondary">
+            Plan by spec point, then assemble a custom paper from questions across your papers.
+          </Typography>
+        </Box>
+        <Button
+          variant="contained"
+          startIcon={<PlaylistAddCheckIcon />}
+          disabled={selected.size === 0}
+          onClick={() => setDialogOpen(true)}
+        >
+          Create paper ({selected.size}{totalMarks ? ` · ${totalMarks}m` : ''})
+        </Button>
+      </Box>
+
+      {error && <Alert severity="error" sx={{ mb: 2 }} onClose={() => setError(null)}>{error}</Alert>}
+
+      {/* Filters */}
+      <Stack spacing={1} sx={{ mb: 2 }}>
+        <Stack direction="row" spacing={0.75} alignItems="center" flexWrap="wrap" useFlexGap>
+          <Typography variant="caption" color="text.secondary" sx={{ mr: 0.5 }}>Spec point:</Typography>
+          <Chip size="small" label="all" color={specRef ? 'default' : 'primary'} onClick={() => setSpecRef(null)} variant={specRef ? 'outlined' : 'filled'} />
+          {specFacets.map(([ref, count]) => (
+            <Chip key={ref} size="small" label={`${ref} · ${count}`} color={specRef === ref ? 'primary' : 'default'} variant={specRef === ref ? 'filled' : 'outlined'} onClick={() => setSpecRef(ref)} />
+          ))}
+        </Stack>
+        {subjectFacets.length > 1 && (
+          <Stack direction="row" spacing={0.75} alignItems="center" flexWrap="wrap" useFlexGap>
+            <Typography variant="caption" color="text.secondary" sx={{ mr: 0.5 }}>Subject:</Typography>
+            <Chip size="small" label="all" color={subject ? 'default' : 'secondary'} onClick={() => setSubject(null)} variant={subject ? 'outlined' : 'filled'} />
+            {subjectFacets.map(([s, count]) => (
+              <Chip key={s} size="small" label={`${s} · ${count}`} color={subject === s ? 'secondary' : 'default'} variant={subject === s ? 'filled' : 'outlined'} onClick={() => setSubject(s)} sx={{ textTransform: 'capitalize' }} />
+            ))}
+          </Stack>
+        )}
+      </Stack>
+
+      {loading ? (
+        <Box sx={{ display: 'flex', justifyContent: 'center', py: 6 }}><CircularProgress /></Box>
+      ) : (bank?.questions.length ?? 0) === 0 ? (
+        <Alert severity="info">
+          No questions match yet. Questions appear here once your templates have parts with spec points
+          (set them in the mark-scheme editor). Auto-map + confirm on a paper to populate it.
+        </Alert>
+      ) : (
+        <>
+          <Typography variant="body2" color="text.secondary" sx={{ mb: 1 }}>
+            {bank?.n} question{bank?.n === 1 ? '' : 's'} · click to add to your paper
+          </Typography>
+          <Box sx={{ display: 'grid', gridTemplateColumns: { xs: '1fr', sm: '1fr 1fr', md: '1fr 1fr 1fr' }, gap: 1.5 }}>
+            {(bank?.questions ?? []).map((q: BankQuestion) => {
+              const on = selected.has(q.id);
+              return (
+                <Card key={q.id} variant="outlined" sx={{ borderColor: on ? 'primary.main' : 'divider', borderWidth: on ? 2 : 1 }}>
+                  <CardActionArea onClick={() => toggle(q.id)}>
+                    <QuestionCrop q={q} />
+                    <CardContent sx={{ pb: 1.5 }}>
+                      <Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', mb: 0.5 }}>
+                        <Typography variant="subtitle2" fontWeight={700}>Q{q.label ?? '?'}</Typography>
+                        {on ? <CheckCircleIcon color="primary" fontSize="small" /> : <RadioButtonUncheckedIcon color="disabled" fontSize="small" />}
+                      </Box>
+                      <Stack direction="row" spacing={0.5} flexWrap="wrap" useFlexGap sx={{ mb: 0.75 }}>
+                        <Chip size="small" label={`${q.max_marks ?? 0} marks`} />
+                        {q.answer_type && <Chip size="small" variant="outlined" label={q.answer_type} />}
+                        {q.spec_ref && <Chip size="small" color="info" label={q.spec_ref} />}
+                      </Stack>
+                      <Typography variant="caption" color="text.secondary" noWrap sx={{ display: 'block', textTransform: 'capitalize' }}>
+                        {[q.paper.subject, q.paper.title].filter(Boolean).join(' · ') || 'Untitled paper'}
+                      </Typography>
+                    </CardContent>
+                  </CardActionArea>
+                </Card>
+              );
+            })}
+          </Box>
+        </>
+      )}
+
+      <Dialog open={dialogOpen} onClose={() => !creating && setDialogOpen(false)} fullWidth maxWidth="sm">
+        <DialogTitle>Create custom paper</DialogTitle>
+        <DialogContent>
+          <Typography variant="body2" color="text.secondary" sx={{ mb: 2 }}>
+            {selected.size} question{selected.size === 1 ? '' : 's'} · {totalMarks} marks. This creates a new
+            template you can open in setup and use for marking.
+          </Typography>
+          <TextField
+            autoFocus
+            fullWidth
+            label="Paper title"
+            value={title}
+            onChange={(e) => setTitle(e.target.value)}
+            placeholder={`Custom paper — ${new Date().toISOString().slice(0, 10)}`}
+          />
+        </DialogContent>
+        <DialogActions>
+          <Button onClick={() => setDialogOpen(false)} disabled={creating}>Cancel</Button>
+          <Button variant="contained" onClick={create} disabled={creating} startIcon={creating ? <CircularProgress size={16} color="inherit" /> : undefined}>
+            {creating ? 'Creating…' : 'Create & open'}
+          </Button>
+        </DialogActions>
+      </Dialog>
+    </Container>
+  );
+};
+
+export default QuestionBankPage;

src/pages/exam/bankCrops.ts

@@ -0,0 +1,68 @@
+// Client-side crop thumbnails for the question bank. A bank question carries `bounds` (x,y,w,h) in the
+// 780px stacked-page canvas space and a `page` number; the source PDF renders at that same 780px width
+// (pdfLoader), so a thumbnail is just the page image cropped to the bounds. Renders each template's PDF
+// once (cached) and reuses it for all of that template's questions. No API/infra change.
+import { examRepository } from '../../services/exam/examRepository';
+import { loadPdfPageImages, PdfPageImage } from './setup/pdfLoader';
+
+const renderCache = new Map<string, Promise<PdfPageImage[]>>();
+const imageCache = new Map<string, Promise<HTMLImageElement>>();
+
+function templateRender(templateId: string): Promise<PdfPageImage[]> {
+  let p = renderCache.get(templateId);
+  if (!p) {
+    p = examRepository.getTemplateSourcePdf(templateId).then((bytes) => loadPdfPageImages(bytes));
+    p.catch(() => renderCache.delete(templateId)); // let a failed render be retried
+    renderCache.set(templateId, p);
+  }
+  return p;
+}
+
+function loadImage(src: string): Promise<HTMLImageElement> {
+  let p = imageCache.get(src);
+  if (!p) {
+    p = new Promise<HTMLImageElement>((resolve, reject) => {
+      const img = new Image();
+      img.onload = () => resolve(img);
+      img.onerror = () => reject(new Error('image decode failed'));
+      img.src = src;
+    });
+    imageCache.set(src, p);
+  }
+  return p;
+}
+
+export interface CropInput {
+  templateId: string;
+  page: number | null;
+  bounds: Record<string, number> | null;
+}
+
+// Returns a PNG data-URL cropped to the question, or null if it can't be produced (no bounds/page/PDF).
+export async function cropQuestion(input: CropInput, maxWidth = 320): Promise<string | null> {
+  const { templateId, page, bounds } = input;
+  if (!bounds || !page) return null;
+  const pages = await templateRender(templateId);
+  const pageImg = pages.find((pg) => pg.pageNumber === page);
+  if (!pageImg) return null;
+
+  // stacked y-offset of this page (bounds.y is absolute across the vertically-stacked pages)
+  let yTop = 0;
+  for (const pg of pages) { if (pg.pageNumber === page) break; yTop += pg.height; }
+
+  const sx = Math.max(0, Math.round(bounds.x ?? 0));
+  const sy = Math.max(0, Math.round((bounds.y ?? 0) - yTop));
+  const sw = Math.min(Math.round(bounds.w ?? pageImg.width), pageImg.width - sx);
+  const sh = Math.min(Math.round(bounds.h ?? 80), pageImg.height - sy);
+  if (sw <= 1 || sh <= 1) return null;
+
+  const img = await loadImage(pageImg.src);
+  const scale = Math.min(1, maxWidth / sw);
+  const canvas = document.createElement('canvas');
+  canvas.width = Math.max(1, Math.round(sw * scale));
+  canvas.height = Math.max(1, Math.round(sh * scale));
+  const ctx = canvas.getContext('2d');
+  if (!ctx) return null;
+  ctx.drawImage(img, sx, sy, sw, sh, 0, 0, canvas.width, canvas.height);
+  return canvas.toDataURL('image/png');
+}

src/pages/exam/index.ts

@@ -1,4 +1,6 @@
 export { default as ExamDashboardPage } from './ExamDashboardPage';
+export { default as QuestionBankPage } from './QuestionBankPage';
+export { default as CorpusPage } from './CorpusPage';
 export { default as ExamTemplateSetupPage } from './setup/ExamTemplateSetupPage';
 export { default as MarkSchemePage } from './MarkSchemePage';
 export { default as ExamMarkingPage } from './ExamMarkingPage';

src/pages/exam/setup/ExamTemplateSetupPage.tsx

@@ -7,6 +7,9 @@ import HelpOutlineIcon from '@mui/icons-material/HelpOutline'
 import AutoFixHighIcon from '@mui/icons-material/AutoFixHigh'
 import SaveIcon from '@mui/icons-material/Save'
 import MouseIcon from '@mui/icons-material/Mouse'
+import CheckIcon from '@mui/icons-material/Check'
+import CloseIcon from '@mui/icons-material/Close'
+import DoneAllIcon from '@mui/icons-material/DoneAll'
 import '@tldraw/tldraw/tldraw.css'
 import { Editor, Tldraw, createShapeId, TLShape } from '@tldraw/tldraw'
 import axios from 'axios'
@@ -82,6 +85,21 @@ function reviewSummary(template: ExamTemplateDetail | null) {
   }, { ai: 0, unconfirmed: 0, lowConfidence: 0 })
 }
 
+// Live review counts read straight off the canvas shapes, so accept/reject update them immediately
+// (the template-derived reviewSummary only reflects the last *saved* state).
+function reviewFromShapes(editor: Editor | null) {
+  const acc = { ai: 0, unconfirmed: 0, lowConfidence: 0 }
+  if (!editor) return acc
+  for (const shape of editor.getCurrentPageShapes()) {
+    if (!shapeTypeToKind(shape.type)) continue
+    const p = (shape as ExamCanvasTLShape).props
+    if (p.source === 'ai') acc.ai += 1
+    if (p.source === 'ai' && p.confirmed === false) acc.unconfirmed += 1
+    if (typeof p.confidence === 'number' && p.confidence < 0.7) acc.lowConfidence += 1
+  }
+  return acc
+}
+
 function stripShapePrefix(id: string) {
   return id.startsWith('shape:') ? id.slice('shape:'.length) : id
 }
@@ -205,8 +223,11 @@ const ExamTemplateSetupInner: React.FC = () => {
   const [guideOpen, setGuideOpen] = useState(false)
   const [autoMapStatus, setAutoMapStatus] = useState<AutoMapJobStatus | null>(null)
   const [autoMapBusy, setAutoMapBusy] = useState(false)
+  const [liveReview, setLiveReview] = useState({ ai: 0, unconfirmed: 0, lowConfidence: 0 })
   const autoMapPollRef = useRef<number | null>(null)
 
+  const refreshReview = useCallback(() => setLiveReview(reviewFromShapes(editorRef.current)), [])
+
   const applyTemplateToCanvas = useCallback((detail: ExamTemplateDetail) => {
     setTemplate(detail)
     const editor = editorRef.current
@@ -219,7 +240,33 @@ const ExamTemplateSetupInner: React.FC = () => {
     setDirty(false)
   }, [])
 
-  const review = useMemo(() => reviewSummary(template), [template])
+  const acceptShapes = useCallback((shapes: TLShape[]) => {
+    const editor = editorRef.current
+    if (!editor) return
+    const updates = shapes
+      .filter((s) => !!shapeTypeToKind(s.type) && (s as ExamCanvasTLShape).props.source === 'ai' && (s as ExamCanvasTLShape).props.confirmed === false)
+      .map((s) => ({ id: s.id, type: s.type, props: { confirmed: true } }))
+    if (updates.length) { editor.updateShapes(updates as any); refreshReview(); setDirty(true) }
+  }, [refreshReview])
+
+  const selectedDomainShapes = useCallback((): TLShape[] => {
+    const editor = editorRef.current
+    if (!editor) return []
+    return editor.getSelectedShapeIds().map((id) => editor.getShape(id)).filter((s): s is TLShape => !!s && !!shapeTypeToKind(s.type))
+  }, [])
+
+  const acceptSelected = useCallback(() => acceptShapes(selectedDomainShapes()), [acceptShapes, selectedDomainShapes])
+  const acceptAllAi = useCallback(() => { const ed = editorRef.current; if (ed) acceptShapes(ed.getCurrentPageShapes()) }, [acceptShapes])
+  const rejectSelected = useCallback(() => {
+    const editor = editorRef.current
+    if (!editor) return
+    const ids = selectedDomainShapes().map((s) => s.id)
+    if (ids.length) { editor.deleteShapes(ids); refreshReview(); setDirty(true) }
+  }, [refreshReview, selectedDomainShapes])
+
+  // Displayed counts come live from the canvas so accept/reject reflect immediately (falls back to the
+  // saved-template summary only for the brief moment before shapes have mounted).
+  const review = (liveReview.ai || liveReview.unconfirmed) ? liveReview : reviewSummary(template)
 
   const load = useCallback(async () => {
     if (!templateId) return
@@ -416,7 +463,23 @@ const ExamTemplateSetupInner: React.FC = () => {
               onMount={(editor) => {
                 editorRef.current = editor
                 editor.user.updateUserPreferences({ colorScheme: theme.palette.mode === 'dark' ? 'dark' : 'light' })
-                editor.store.listen(() => setDirty(true), { scope: 'document' })
+                editor.store.listen(() => { setDirty(true); refreshReview() }, { scope: 'document' })
+                // Treat a user nudge/resize of an AI ghost as implicit confirmation (R3.3): a teacher who
+                // adjusts a suggestion has reviewed it. Only geometry edits count, so the confirmed-only
+                // update below can't recurse.
+                editor.store.listen((entry) => {
+                  try {
+                    const updates: Array<{ id: TLShape['id']; type: string; props: { confirmed: boolean } }> = []
+                    for (const rec of Object.values(entry.changes.updated)) {
+                      const [from, to] = rec as [any, any]
+                      if (!to || to.typeName !== 'shape' || !shapeTypeToKind(to.type)) continue
+                      if (to.props?.source !== 'ai' || to.props?.confirmed !== false) continue
+                      const moved = from.x !== to.x || from.y !== to.y || from.props?.w !== to.props?.w || from.props?.h !== to.props?.h
+                      if (moved) updates.push({ id: to.id, type: to.type, props: { confirmed: true } })
+                    }
+                    if (updates.length) editor.updateShapes(updates as any)
+                  } catch { /* non-fatal: implicit-confirm is best-effort */ }
+                }, { scope: 'document', source: 'user' })
                 applyDocViewConstraints(editor, [])
                 editor.resetZoom()
                 // Only seed the example guide for a genuinely-empty template AFTER it has loaded.
@@ -432,6 +495,22 @@ const ExamTemplateSetupInner: React.FC = () => {
             />
           </Box>
 
+          {/* AI review actions — appears while there are unconfirmed suggestions to resolve */}
+          {review.unconfirmed > 0 && (
+            <Paper elevation={6} sx={{ position: 'absolute', left: 16, bottom: 16, zIndex: 1002, px: 1, py: 0.75, borderRadius: 2, bgcolor: 'background.paper', display: 'flex', alignItems: 'center', gap: 0.75 }}>
+              <Chip size="small" color="warning" label={`${review.unconfirmed} AI unconfirmed`} sx={{ fontWeight: 700 }} />
+              <Tooltip title="Accept the selected AI suggestions (nudging one also confirms it)">
+                <span><Button size="small" color="success" startIcon={<CheckIcon fontSize="small" />} onClick={acceptSelected}>Accept</Button></span>
+              </Tooltip>
+              <Tooltip title="Reject (delete) the selected shapes">
+                <span><Button size="small" color="error" startIcon={<CloseIcon fontSize="small" />} onClick={rejectSelected}>Reject</Button></span>
+              </Tooltip>
+              <Tooltip title="Accept every AI suggestion on the page">
+                <span><Button size="small" variant="contained" startIcon={<DoneAllIcon fontSize="small" />} onClick={acceptAllAi}>Accept all</Button></span>
+              </Tooltip>
+            </Paper>
+          )}
+
           {/* Guide toggle */}
           <Tooltip title={guideOpen ? 'Hide guide' : 'Show setup guide'} placement="left">
             <IconButton onClick={() => setGuideOpen((v) => !v)} size="small" sx={{ position: 'absolute', right: 16, bottom: 16, zIndex: 1001, bgcolor: 'background.paper', boxShadow: 2, '&:hover': { bgcolor: 'background.paper' } }}>

src/pages/exam/setup/examCanvasShapes.tsx

@@ -81,6 +81,12 @@ function confidenceLabel(confidence: number | null | undefined) {
   return typeof confidence === 'number' ? `${Math.round(confidence * 100)}%` : null
 }
 
+// Unconfirmed AI ghosts fade by confidence (fainter = less certain); confirmed/manual render solid.
+function ghostOpacity(confidence: number | null | undefined) {
+  if (typeof confidence !== 'number') return 0.72
+  return 0.5 + 0.4 * Math.max(0, Math.min(1, confidence))
+}
+
 function reviewFlags(shape: ExamCanvasTLShape): string[] {
   return (shape.props.reviewFlags ?? '').split('|').map((flag) => flag.trim()).filter(Boolean)
 }
@@ -100,16 +106,17 @@ function renderBoundaryLine(shape: ExamCanvasTLShape) {
   const p = canvasShapePalette.boundary
   const lineY = Math.max(1, Math.min(shape.props.h - 1, shape.props.h / 2))
   const isAi = shape.props.source === 'ai'
+  const isGhost = isAi && shape.props.confirmed === false
   const confidence = confidenceLabel(shape.props.confidence)
   const flags = reviewFlags(shape)
   return (
     <HTMLContainer id={shape.id} style={{ width: toDomPrecision(shape.props.w), height: toDomPrecision(shape.props.h), overflow: 'visible', pointerEvents: 'all' }}>
       <style>{shapeCss}</style>
       <svg width={toDomPrecision(shape.props.w)} height={toDomPrecision(shape.props.h)} aria-label={`${p.label}: ${p.role}`} style={{ display: 'block', overflow: 'visible' }}>
-        <line x1={0} x2={toDomPrecision(shape.props.w)} y1={lineY} y2={lineY} stroke="var(--exam-stroke)" strokeWidth={2.5} strokeDasharray={isAi ? '4 6' : p.dash} strokeLinecap="round" opacity={isAi ? 0.62 : 1} style={{ '--exam-light-stroke': p.stroke, '--exam-dark-stroke': p.darkStroke } as React.CSSProperties} />
+        <line x1={0} x2={toDomPrecision(shape.props.w)} y1={lineY} y2={lineY} stroke="var(--exam-stroke)" strokeWidth={2.5} strokeDasharray={isGhost ? '4 6' : p.dash} strokeLinecap="round" opacity={isGhost ? ghostOpacity(shape.props.confidence) : 1} style={{ '--exam-light-stroke': p.stroke, '--exam-dark-stroke': p.darkStroke } as React.CSSProperties} />
       </svg>
       <span className="exam-canvas-shape__pill" style={{ position: 'absolute', left: 8, top: -24, fontSize: 11, fontWeight: 900, textTransform: 'uppercase', letterSpacing: 0.6, borderRadius: 999, padding: '2px 7px', display: 'inline-flex', alignItems: 'center', gap: 5, color: p.stroke }}>
-        <span aria-hidden="true">{isAi ? 'AI' : p.icon}</span>
+        <span aria-hidden="true">{isGhost ? 'AI' : p.icon}</span>
         {shape.props.label || p.label}
       </span>
       {confidence && <span className="exam-canvas-shape__pill exam-canvas-shape__confidence" style={{ position: 'absolute', right: 8, top: -24, fontSize: 11, fontWeight: 900, borderRadius: 999, padding: '2px 7px' }}>{confidence}</span>}
@@ -139,8 +146,8 @@ function renderShape(shape: ExamCanvasTLShape) {
           '--exam-dark-stroke': p.darkStroke,
           '--exam-dark-fill': p.darkFill,
           width: '100%', height: '100%', boxSizing: 'border-box', border: `${isBoundary ? 2 : 1.5}px solid var(--exam-stroke)`,
-          borderStyle: isAi ? 'dashed' : p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
+          borderStyle: isAiSuggestion ? 'dashed' : p.dash ? 'dashed' : 'solid', borderRadius: isBoundary ? 999 : 10,
-          background: isBoundary ? 'transparent' : 'var(--exam-fill)', opacity: isAi ? 0.72 : 1, color: 'var(--exam-stroke)', fontFamily: 'Inter, system-ui, sans-serif',
+          background: isBoundary ? 'transparent' : 'var(--exam-fill)', opacity: isAiSuggestion ? ghostOpacity(shape.props.confidence) : 1, color: 'var(--exam-stroke)', fontFamily: 'Inter, system-ui, sans-serif',
           display: 'flex', alignItems: isBoundary ? 'center' : 'flex-start', justifyContent: isBoundary ? 'center' : 'space-between',
           padding: isBoundary ? '0 8px' : 8, boxShadow: isBoundary ? '0 0 0 3px rgba(239,68,68,0.08)' : '0 10px 22px rgba(15,23,42,0.10)', overflow: 'hidden', gap: 6,
         } as React.CSSProperties}
@@ -148,7 +155,7 @@ function renderShape(shape: ExamCanvasTLShape) {
         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>
+          <span aria-hidden="true">{isAiSuggestion ? 'AI' : p.icon}</span>
           {shape.props.label || p.label}
         </span>
         {confidence && <span className="exam-canvas-shape__pill exam-canvas-shape__confidence" style={{ fontSize: 11, fontWeight: 900, borderRadius: 999, padding: '2px 7px' }}>{confidence}</span>}

src/services/exam/examRepository.ts

@@ -13,9 +13,13 @@ import { supabase } from '../../supabaseClient';
 import type {
   AutoMapJobStatus,
   AutoMapResponse,
+  BankResponse,
+  CorpusResponse,
   BatchQueueResponse,
   BatchResultsResponse,
   CreateBatchPayload,
+  CreateCustomPaperPayload,
+  CreateCustomPaperResult,
   CreateTemplatePayload,
   ExamBoundary,
   ExamQuestion,
@@ -28,6 +32,7 @@ import type {
   Neo4jSyncResult,
   PatchQuestionPayload,
   SpecPoint,
+  StudentSubmission,
   TemplateReplacePayload,
   UpdateTemplateMetaPayload,
 } from '../../types/exam.types';
@@ -298,6 +303,42 @@ export const examRepository = {
     const res = await axios.put(`${EXAM_BASE}/marks/${markId}`, payload, { headers });
     return res.data;
   },
+
+  async getCorpus(): Promise<CorpusResponse> {
+    const headers = await authHeaders();
+    const res = await axios.get<CorpusResponse>(`${EXAM_BASE}/corpus`, { headers });
+    return res.data;
+  },
+
+  async getBank(params: { specRef?: string; subject?: string } = {}): Promise<BankResponse> {
+    const headers = await authHeaders();
+    const res = await axios.get<BankResponse>(`${EXAM_BASE}/bank`, {
+      headers,
+      params: { spec_ref: params.specRef, subject: params.subject },
+    });
+    return res.data;
+  },
+
+  async createCustomPaper(payload: CreateCustomPaperPayload): Promise<CreateCustomPaperResult> {
+    const headers = await authHeaders();
+    const res = await axios.post<CreateCustomPaperResult>(`${EXAM_BASE}/custom-papers`, payload, { headers });
+    return res.data;
+  },
+
+  async uploadScan(
+    batchId: string,
+    file: File,
+    opts: { studentId?: string; matchingMethod?: 'manual' | 'ordered' } = {},
+  ): Promise<StudentSubmission> {
+    const headers = await authHeaders();
+    const form = new FormData();
+    form.append('file', file);
+    form.append('matching_method', opts.matchingMethod ?? 'ordered');
+    if (opts.studentId) form.append('student_id', opts.studentId);
+    // Let axios set the multipart Content-Type + boundary (only Authorization is forwarded).
+    const res = await axios.post<StudentSubmission>(`${EXAM_BASE}/batches/${batchId}/scans`, form, { headers });
+    return res.data;
+  },
 };
 
 export default examRepository;

src/types/exam.types.ts

@@ -338,3 +338,61 @@ export interface MarkUpsertPayload {
   comment?: string;
   confirmed?: boolean;
 }
+
+// ── Mode-3 question bank + custom-paper assembly ──────────────────────────────
+export interface BankQuestion {
+  id: string;
+  template_id: string;
+  label: string | null;
+  max_marks: number | null;
+  answer_type: string | null;
+  spec_ref: string | null;
+  bounds: Record<string, number> | null;
+  page: number | null;
+  paper: { id: string | null; title: string | null; subject: string | null; exam_code: string | null };
+}
+
+export interface BankResponse {
+  questions: BankQuestion[];
+  n: number;
+  facets: { spec_ref: Record<string, number>; subject: Record<string, number> };
+}
+
+export interface CreateCustomPaperPayload {
+  title: string;
+  subject?: string;
+  question_ids: string[];
+}
+
+export interface CreateCustomPaperResult {
+  id: string;
+  title: string;
+  subject: string | null;
+  n_questions: number;
+  n_response_areas: number;
+}
+
+// ── Exam-bank corpus coverage (state of the collected bank) ───────────────────
+export type CorpusDocType = 'QP' | 'MS' | 'ER';
+export interface CorpusPaper {
+  paper_code: string | null;
+  session: string | null;
+  tier: string | null;
+  docs: Partial<Record<CorpusDocType, boolean>>;
+  exam_codes: Partial<Record<CorpusDocType, string>>;
+}
+export interface CorpusSpec {
+  spec_code: string;
+  subject: string;
+  level: string;
+  board: string;
+  first_teach: string | null;
+  n_papers: number;
+  counts: Record<CorpusDocType, number>;
+  papers: CorpusPaper[];
+}
+export interface CorpusBoard { board: string; n_specs: number; specs: CorpusSpec[] }
+export interface CorpusResponse {
+  totals: { specs: number; papers: number; sessions: number; QP: number; MS: number; ER: number };
+  boards: CorpusBoard[];
+}