Jury evaluation UX overhaul + admin review features

- Fix project documents not displaying on jury project page (rewrote MultiWindowDocViewer to use file.listByProject)
- Add working download/preview for project files via presigned URLs
- Display project tags on jury project detail page
- Add autosave for evaluation drafts (debounced 3s + save on unmount/beforeunload)
- Support mixed criterion types: numeric scores, yes/no booleans, text responses, section headers
- Replace inline criteria editor with rich EvaluationFormBuilder on admin round page
- Remove COI dialog from evaluation page
- Update AI summary service to handle boolean/text criteria (yes/no counts, text synthesis)
- Update EvaluationSummaryCard to show boolean criteria bars and text responses
- Add evaluation detail sheet on admin project page (click juror row to view full scores + feedback)
- Add Recent Evaluations dashboard widget showing latest jury reviews

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

src/app/(admin)/admin/dashboard-content.tsx

@@ -22,6 +22,7 @@ import { ProjectListCompact } from '@/components/dashboard/project-list-compact'
 import { ActivityFeed } from '@/components/dashboard/activity-feed'
 import { CategoryBreakdown } from '@/components/dashboard/category-breakdown'
 import { DashboardSkeleton } from '@/components/dashboard/dashboard-skeleton'
+import { RecentEvaluations } from '@/components/dashboard/recent-evaluations'
 
 type DashboardContentProps = {
   editionId: string
@@ -33,6 +34,10 @@ export function DashboardContent({ editionId, sessionName }: DashboardContentPro
     { editionId },
     { enabled: !!editionId, retry: 1, refetchInterval: 30_000 }
   )
+  const { data: recentEvals } = trpc.dashboard.getRecentEvaluations.useQuery(
+    { editionId, limit: 8 },
+    { enabled: !!editionId, refetchInterval: 30_000 }
+  )
 
   if (isLoading) {
     return <DashboardSkeleton />
@@ -158,15 +163,21 @@ export function DashboardContent({ editionId, sessionName }: DashboardContentPro
           <AnimatedCard index={3}>
             <ProjectListCompact projects={latestProjects} />
           </AnimatedCard>
+
+          {recentEvals && recentEvals.length > 0 && (
+            <AnimatedCard index={4}>
+              <RecentEvaluations evaluations={recentEvals} />
+            </AnimatedCard>
+          )}
         </div>
 
         {/* Right Column */}
         <div className="space-y-6 lg:col-span-4">
-          <AnimatedCard index={4}>
+          <AnimatedCard index={5}>
             <SmartActions actions={nextActions} />
           </AnimatedCard>
 
-          <AnimatedCard index={5}>
+          <AnimatedCard index={6}>
             <ActivityFeed activity={recentActivity} />
           </AnimatedCard>
         </div>
@@ -175,12 +186,12 @@ export function DashboardContent({ editionId, sessionName }: DashboardContentPro
       {/* Bottom Full Width */}
       <div className="grid gap-6 lg:grid-cols-12">
         <div className="lg:col-span-8">
-          <AnimatedCard index={6}>
+          <AnimatedCard index={7}>
             <GeographicSummaryCard programId={editionId} />
           </AnimatedCard>
         </div>
         <div className="lg:col-span-4">
-          <AnimatedCard index={7}>
+          <AnimatedCard index={8}>
             <CategoryBreakdown
               categories={categoryBreakdown}
               issues={oceanIssueBreakdown}

src/app/(admin)/admin/projects/[id]/page.tsx

@@ -1,6 +1,6 @@
 'use client'
 
-import { Suspense, use } from 'react'
+import { Suspense, use, useState } from 'react'
 import Link from 'next/link'
 import type { Route } from 'next'
 import { trpc } from '@/lib/trpc/client'
@@ -28,6 +28,13 @@ import { FileUpload } from '@/components/shared/file-upload'
 import { ProjectLogoWithUrl } from '@/components/shared/project-logo-with-url'
 import { UserAvatar } from '@/components/shared/user-avatar'
 import { EvaluationSummaryCard } from '@/components/admin/evaluation-summary-card'
+import {
+  Sheet,
+  SheetContent,
+  SheetDescription,
+  SheetHeader,
+  SheetTitle,
+} from '@/components/ui/sheet'
 import { AnimatedCard } from '@/components/shared/animated-container'
 import {
   ArrowLeft,
@@ -51,6 +58,8 @@ import {
   UserPlus,
   Loader2,
   ScanSearch,
+  Eye,
+  MessageSquare,
 } from 'lucide-react'
 import { toast } from 'sonner'
 import { formatDate, formatDateOnly } from '@/lib/utils'
@@ -117,6 +126,10 @@ function ProjectDetailContent({ projectId }: { projectId: string }) {
 
   const utils = trpc.useUtils()
 
+  // State for evaluation detail sheet
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  const [selectedEvalAssignment, setSelectedEvalAssignment] = useState<any>(null)
+
   if (isLoading) {
     return <ProjectDetailSkeleton />
   }
@@ -728,11 +741,20 @@ function ProjectDetailContent({ projectId }: { projectId: string }) {
                   <TableHead>Status</TableHead>
                   <TableHead>Score</TableHead>
                   <TableHead>Decision</TableHead>
+                  <TableHead className="w-10"></TableHead>
                 </TableRow>
               </TableHeader>
               <TableBody>
                 {assignments.map((assignment) => (
-                  <TableRow key={assignment.id}>
+                  <TableRow
+                    key={assignment.id}
+                    className={assignment.evaluation?.status === 'SUBMITTED' ? 'cursor-pointer hover:bg-muted/50' : ''}
+                    onClick={() => {
+                      if (assignment.evaluation?.status === 'SUBMITTED') {
+                        setSelectedEvalAssignment(assignment)
+                      }
+                    }}
+                  >
                     <TableCell>
                       <div className="flex items-center gap-2">
                         <UserAvatar
@@ -806,6 +828,11 @@ function ProjectDetailContent({ projectId }: { projectId: string }) {
                         <span className="text-muted-foreground">-</span>
                       )}
                     </TableCell>
+                    <TableCell>
+                      {assignment.evaluation?.status === 'SUBMITTED' && (
+                        <Eye className="h-4 w-4 text-muted-foreground" />
+                      )}
+                    </TableCell>
                   </TableRow>
                 ))}
               </TableBody>
@@ -815,6 +842,13 @@ function ProjectDetailContent({ projectId }: { projectId: string }) {
         </AnimatedCard>
       )}
 
+      {/* Evaluation Detail Sheet */}
+      <EvaluationDetailSheet
+        assignment={selectedEvalAssignment}
+        open={!!selectedEvalAssignment}
+        onOpenChange={(open) => { if (!open) setSelectedEvalAssignment(null) }}
+      />
+
       {/* AI Evaluation Summary */}
       {assignments && assignments.length > 0 && stats && stats.totalEvaluations > 0 && (
         <EvaluationSummaryCard
@@ -897,6 +931,173 @@ function AnalyzeDocumentsButton({ projectId, onComplete }: { projectId: string;
   )
 }
 
+function EvaluationDetailSheet({
+  assignment,
+  open,
+  onOpenChange,
+}: {
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  assignment: any
+  open: boolean
+  onOpenChange: (open: boolean) => void
+}) {
+  if (!assignment?.evaluation) return null
+
+  const ev = assignment.evaluation
+  const criterionScores = (ev.criterionScoresJson || {}) as Record<string, number | boolean | string>
+  const hasScores = Object.keys(criterionScores).length > 0
+
+  // Try to get the evaluation form for labels
+  const roundId = assignment.roundId as string | undefined
+  const { data: activeForm } = trpc.evaluation.getStageForm.useQuery(
+    { roundId: roundId ?? '' },
+    { enabled: !!roundId }
+  )
+
+  // Build label lookup from form criteria
+  const criteriaMap = new Map<string, { label: string; type: string; trueLabel?: string; falseLabel?: string }>()
+  if (activeForm?.criteriaJson) {
+    for (const c of activeForm.criteriaJson as Array<{ id: string; label: string; type?: string; trueLabel?: string; falseLabel?: string }>) {
+      criteriaMap.set(c.id, {
+        label: c.label,
+        type: c.type || 'numeric',
+        trueLabel: c.trueLabel,
+        falseLabel: c.falseLabel,
+      })
+    }
+  }
+
+  return (
+    <Sheet open={open} onOpenChange={onOpenChange}>
+      <SheetContent className="sm:max-w-lg overflow-y-auto">
+        <SheetHeader>
+          <SheetTitle className="flex items-center gap-2">
+            <UserAvatar user={assignment.user} avatarUrl={assignment.user.avatarUrl} size="sm" />
+            {assignment.user.name || assignment.user.email}
+          </SheetTitle>
+          <SheetDescription>
+            {ev.submittedAt
+              ? `Submitted ${formatDate(ev.submittedAt)}`
+              : 'Evaluation details'}
+          </SheetDescription>
+        </SheetHeader>
+
+        <div className="space-y-6 mt-6">
+          {/* Global stats */}
+          <div className="grid grid-cols-2 gap-3">
+            <div className="p-3 rounded-lg bg-muted">
+              <p className="text-xs text-muted-foreground">Score</p>
+              <p className="text-2xl font-bold">
+                {ev.globalScore !== null ? `${ev.globalScore}/10` : '-'}
+              </p>
+            </div>
+            <div className="p-3 rounded-lg bg-muted">
+              <p className="text-xs text-muted-foreground">Decision</p>
+              <div className="mt-1">
+                {ev.binaryDecision !== null ? (
+                  ev.binaryDecision ? (
+                    <div className="flex items-center gap-1.5 text-emerald-600">
+                      <ThumbsUp className="h-5 w-5" />
+                      <span className="font-semibold">Yes</span>
+                    </div>
+                  ) : (
+                    <div className="flex items-center gap-1.5 text-red-600">
+                      <ThumbsDown className="h-5 w-5" />
+                      <span className="font-semibold">No</span>
+                    </div>
+                  )
+                ) : (
+                  <span className="text-2xl font-bold">-</span>
+                )}
+              </div>
+            </div>
+          </div>
+
+          {/* Criterion Scores */}
+          {hasScores && (
+            <div>
+              <h4 className="text-sm font-medium mb-3 flex items-center gap-2">
+                <BarChart3 className="h-4 w-4" />
+                Criterion Scores
+              </h4>
+              <div className="space-y-2.5">
+                {Object.entries(criterionScores).map(([key, value]) => {
+                  const meta = criteriaMap.get(key)
+                  const label = meta?.label || key
+                  const type = meta?.type || (typeof value === 'boolean' ? 'boolean' : typeof value === 'string' ? 'text' : 'numeric')
+
+                  if (type === 'section_header') return null
+
+                  if (type === 'boolean') {
+                    return (
+                      <div key={key} className="flex items-center justify-between p-2.5 rounded-lg border">
+                        <span className="text-sm">{label}</span>
+                        {value === true ? (
+                          <Badge className="bg-emerald-100 text-emerald-700 border-emerald-200" variant="outline">
+                            <ThumbsUp className="mr-1 h-3 w-3" />
+                            {meta?.trueLabel || 'Yes'}
+                          </Badge>
+                        ) : (
+                          <Badge className="bg-red-100 text-red-700 border-red-200" variant="outline">
+                            <ThumbsDown className="mr-1 h-3 w-3" />
+                            {meta?.falseLabel || 'No'}
+                          </Badge>
+                        )}
+                      </div>
+                    )
+                  }
+
+                  if (type === 'text') {
+                    return (
+                      <div key={key} className="space-y-1">
+                        <span className="text-sm font-medium">{label}</span>
+                        <div className="text-sm text-muted-foreground p-2.5 rounded-lg border bg-muted/50 whitespace-pre-wrap">
+                          {typeof value === 'string' ? value : String(value)}
+                        </div>
+                      </div>
+                    )
+                  }
+
+                  // Numeric
+                  return (
+                    <div key={key} className="flex items-center gap-3 p-2.5 rounded-lg border">
+                      <span className="text-sm flex-1 truncate">{label}</span>
+                      <div className="flex items-center gap-2 shrink-0">
+                        <div className="w-20 h-2 rounded-full bg-muted overflow-hidden">
+                          <div
+                            className="h-full rounded-full bg-primary"
+                            style={{ width: `${(Number(value) / 10) * 100}%` }}
+                          />
+                        </div>
+                        <span className="text-sm font-bold tabular-nums w-8 text-right">
+                          {typeof value === 'number' ? value : '-'}
+                        </span>
+                      </div>
+                    </div>
+                  )
+                })}
+              </div>
+            </div>
+          )}
+
+          {/* Feedback Text */}
+          {ev.feedbackText && (
+            <div>
+              <h4 className="text-sm font-medium mb-2 flex items-center gap-2">
+                <MessageSquare className="h-4 w-4" />
+                Feedback
+              </h4>
+              <div className="text-sm text-muted-foreground p-3 rounded-lg border bg-muted/30 whitespace-pre-wrap leading-relaxed">
+                {ev.feedbackText}
+              </div>
+            </div>
+          )}
+        </div>
+      </SheetContent>
+    </Sheet>
+  )
+}
+
 export default function ProjectDetailPage({ params }: PageProps) {
   const { id } = use(params)
 

src/app/(admin)/admin/rounds/[roundId]/page.tsx

@@ -108,6 +108,8 @@ import { AnimatedCard } from '@/components/shared/animated-container'
 import { DateTimePicker } from '@/components/ui/datetime-picker'
 import { AddMemberDialog } from '@/components/admin/jury/add-member-dialog'
 import { motion } from 'motion/react'
+import { EvaluationFormBuilder } from '@/components/forms/evaluation-form-builder'
+import type { Criterion } from '@/components/forms/evaluation-form-builder'
 
 // ── Status & type config maps ──────────────────────────────────────────────
 const roundStatusConfig = {
@@ -3118,12 +3120,9 @@ function AIRecommendationsDisplay({
 // ── Evaluation Criteria Editor ───────────────────────────────────────────
 
 function EvaluationCriteriaEditor({ roundId }: { roundId: string }) {
-  const [editing, setEditing] = useState(false)
+  const [pendingCriteria, setPendingCriteria] = useState<Criterion[] | null>(null)
-  const [criteria, setCriteria] = useState<Array<{
-    id: string; label: string; description?: string; weight?: number; minScore?: number; maxScore?: number
-  }>>([])
-
   const utils = trpc.useUtils()
+
   const { data: form, isLoading } = trpc.evaluation.getForm.useQuery(
     { roundId },
     { refetchInterval: 30_000 },
@@ -3133,49 +3132,59 @@ function EvaluationCriteriaEditor({ roundId }: { roundId: string }) {
     onSuccess: () => {
       utils.evaluation.getForm.invalidate({ roundId })
       toast.success('Evaluation criteria saved')
-      setEditing(false)
+      setPendingCriteria(null)
     },
     onError: (err) => toast.error(err.message),
   })
 
-  // Sync from server
+  // Convert server criteriaJson to Criterion[] format
-  if (form && !editing) {
+  const serverCriteria: Criterion[] = useMemo(() => {
-    const serverCriteria = form.criteriaJson ?? []
+    if (!form?.criteriaJson) return []
-    if (JSON.stringify(serverCriteria) !== JSON.stringify(criteria)) {
+    return (form.criteriaJson as Criterion[]).map((c) => {
-      setCriteria(serverCriteria)
+      // Handle legacy numeric-only format: convert "scale" string like "1-10" back to minScore/maxScore
-    }
+      const type = c.type || 'numeric'
-  }
+      if (type === 'numeric' && typeof c.scale === 'string') {
+        const parts = (c.scale as string).split('-').map(Number)
+        if (parts.length === 2 && !isNaN(parts[0]) && !isNaN(parts[1])) {
+          return { ...c, type: 'numeric' as const, scale: parts[1], minScore: parts[0], maxScore: parts[1] } as unknown as Criterion
+        }
+      }
+      return { ...c, type } as Criterion
+    })
+  }, [form?.criteriaJson])
 
-  const handleAdd = () => {
+  const handleChange = useCallback((criteria: Criterion[]) => {
-    setCriteria([...criteria, {
+    setPendingCriteria(criteria)
-      id: `c-${Date.now()}-${Math.random().toString(36).slice(2, 6)}`,
+  }, [])
-      label: '',
-      description: '',
-      weight: 1,
-      minScore: 0,
-      maxScore: 10,
-    }])
-    setEditing(true)
-  }
-
-  const handleRemove = (id: string) => {
-    setCriteria(criteria.filter((c) => c.id !== id))
-  }
-
-  const handleChange = (id: string, field: string, value: string | number) => {
-    setCriteria(criteria.map((c) =>
-      c.id === id ? { ...c, [field]: value } : c,
-    ))
-    setEditing(true)
-  }
 
   const handleSave = () => {
+    const criteria = pendingCriteria ?? serverCriteria
     const validCriteria = criteria.filter((c) => c.label.trim())
     if (validCriteria.length === 0) {
       toast.error('Add at least one criterion')
       return
     }
-    upsertMutation.mutate({ roundId, criteria: validCriteria })
+    // Map to upsertForm format
+    upsertMutation.mutate({
+      roundId,
+      criteria: validCriteria.map((c) => ({
+        id: c.id,
+        label: c.label,
+        description: c.description,
+        type: c.type || 'numeric',
+        weight: c.weight,
+        scale: typeof c.scale === 'number' ? c.scale : undefined,
+        minScore: (c as any).minScore,
+        maxScore: (c as any).maxScore,
+        required: c.required,
+        maxLength: c.maxLength,
+        placeholder: c.placeholder,
+        trueLabel: c.trueLabel,
+        falseLabel: c.falseLabel,
+        condition: c.condition,
+        sectionId: c.sectionId,
+      })),
+    })
   }
 
   return (
@@ -3185,30 +3194,22 @@ function EvaluationCriteriaEditor({ roundId }: { roundId: string }) {
           <div>
             <CardTitle className="text-base">Evaluation Criteria</CardTitle>
             <CardDescription>
-              {form ? `Version ${form.version} \u2014 ${form.criteriaJson.length} criteria` : 'No criteria defined yet'}
+              {form
+                ? `Version ${form.version} \u2014 ${(form.criteriaJson as Criterion[]).filter((c) => (c.type || 'numeric') !== 'section_header').length} criteria`
+                : 'No criteria defined yet. Add numeric scores, yes/no questions, and text fields.'}
             </CardDescription>
           </div>
-          <div className="flex items-center gap-2">
+          {pendingCriteria && (
-            {editing && (
+            <div className="flex items-center gap-2">
-              <Button size="sm" variant="outline" onClick={() => {
+              <Button size="sm" variant="outline" onClick={() => setPendingCriteria(null)}>
-                setEditing(false)
-                if (form) setCriteria(form.criteriaJson)
-              }}>
                 Cancel
               </Button>
-            )}
-            {editing ? (
               <Button size="sm" onClick={handleSave} disabled={upsertMutation.isPending}>
                 {upsertMutation.isPending && <Loader2 className="h-4 w-4 mr-1.5 animate-spin" />}
                 Save Criteria
               </Button>
-            ) : (
+            </div>
-              <Button size="sm" variant="outline" onClick={handleAdd}>
+          )}
-                <Plus className="h-4 w-4 mr-1.5" />
-                Add Criterion
-              </Button>
-            )}
-          </div>
         </div>
       </CardHeader>
       <CardContent>
@@ -3216,83 +3217,11 @@ function EvaluationCriteriaEditor({ roundId }: { roundId: string }) {
           <div className="space-y-3">
             {[1, 2, 3].map((i) => <Skeleton key={i} className="h-16 w-full" />)}
           </div>
-        ) : criteria.length === 0 ? (
-          <div className="text-center py-6 text-muted-foreground">
-            <FileText className="h-8 w-8 mx-auto mb-2 opacity-40" />
-            <p className="text-sm">No evaluation criteria defined</p>
-            <p className="text-xs mt-1">Add criteria that jurors will use to score projects</p>
-          </div>
         ) : (
-          <div className="space-y-3">
+          <EvaluationFormBuilder
-            {criteria.map((c, idx) => (
+            initialCriteria={serverCriteria}
-              <div key={c.id} className="flex gap-3 items-start p-3 border rounded-lg bg-muted/20">
+            onChange={handleChange}
-                <span className="text-xs text-muted-foreground font-mono mt-2.5 shrink-0 w-5 text-center">
+          />
-                  {idx + 1}
-                </span>
-                <div className="flex-1 space-y-2">
-                  <Input
-                    placeholder="Criterion label (e.g., Innovation)"
-                    value={c.label}
-                    onChange={(e) => handleChange(c.id, 'label', e.target.value)}
-                    className="h-8 text-sm"
-                  />
-                  <Input
-                    placeholder="Description (optional)"
-                    value={c.description || ''}
-                    onChange={(e) => handleChange(c.id, 'description', e.target.value)}
-                    className="h-7 text-xs"
-                  />
-                  <div className="flex gap-2">
-                    <div className="flex-1">
-                      <Label className="text-[10px] text-muted-foreground">Weight</Label>
-                      <Input
-                        type="number"
-                        min={0}
-                        max={100}
-                        value={c.weight ?? 1}
-                        onChange={(e) => handleChange(c.id, 'weight', Number(e.target.value))}
-                        className="h-7 text-xs"
-                      />
-                    </div>
-                    <div className="flex-1">
-                      <Label className="text-[10px] text-muted-foreground">Min Score</Label>
-                      <Input
-                        type="number"
-                        min={0}
-                        value={c.minScore ?? 0}
-                        onChange={(e) => handleChange(c.id, 'minScore', Number(e.target.value))}
-                        className="h-7 text-xs"
-                      />
-                    </div>
-                    <div className="flex-1">
-                      <Label className="text-[10px] text-muted-foreground">Max Score</Label>
-                      <Input
-                        type="number"
-                        min={1}
-                        value={c.maxScore ?? 10}
-                        onChange={(e) => handleChange(c.id, 'maxScore', Number(e.target.value))}
-                        className="h-7 text-xs"
-                      />
-                    </div>
-                  </div>
-                </div>
-                <Button
-                  variant="ghost"
-                  size="icon"
-                  className="h-7 w-7 mt-1 shrink-0"
-                  onClick={() => { handleRemove(c.id); setEditing(true) }}
-                >
-                  <X className="h-3.5 w-3.5 text-muted-foreground hover:text-red-500" />
-                </Button>
-              </div>
-            ))}
-            {!editing && (
-              <Button variant="outline" size="sm" className="w-full" onClick={handleAdd}>
-                <Plus className="h-4 w-4 mr-1.5" />
-                Add Criterion
-              </Button>
-            )}
-          </div>
         )}
       </CardContent>
     </Card>

src/app/(jury)/jury/competitions/[roundId]/projects/[projectId]/evaluate/page.tsx

@@ -1,6 +1,6 @@
 'use client'
 
-import { use, useState, useEffect } from 'react'
+import { use, useState, useEffect, useRef, useCallback } from 'react'
 import { useRouter } from 'next/navigation'
 import Link from 'next/link'
 import type { Route } from 'next'
@@ -12,17 +12,9 @@ import { Textarea } from '@/components/ui/textarea'
 import { Label } from '@/components/ui/label'
 import { Skeleton } from '@/components/ui/skeleton'
 import { RadioGroup, RadioGroupItem } from '@/components/ui/radio-group'
-import {
-  AlertDialog,
-  AlertDialogContent,
-  AlertDialogDescription,
-  AlertDialogFooter,
-  AlertDialogHeader,
-  AlertDialogTitle,
-} from '@/components/ui/alert-dialog'
-import { Checkbox } from '@/components/ui/checkbox'
 import { cn } from '@/lib/utils'
-import { ArrowLeft, Save, Send, AlertCircle, ThumbsUp, ThumbsDown, Clock } from 'lucide-react'
+import { MultiWindowDocViewer } from '@/components/jury/multi-window-doc-viewer'
+import { ArrowLeft, Save, Send, AlertCircle, ThumbsUp, ThumbsDown, Clock, CheckCircle2 } from 'lucide-react'
 import { toast } from 'sonner'
 import type { EvaluationConfig } from '@/types/competition-configs'
 
@@ -36,15 +28,19 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
   const { roundId, projectId } = params
   const utils = trpc.useUtils()
 
-  const [showCOIDialog, setShowCOIDialog] = useState(true)
+  // Evaluation form state — stores all criterion values (numeric, boolean, text)
-  const [coiAccepted, setCoiAccepted] = useState(false)
+  const [criteriaValues, setCriteriaValues] = useState<Record<string, number | boolean | string>>({})
-
-  // Evaluation form state
-  const [criteriaScores, setCriteriaScores] = useState<Record<string, number>>({})
   const [globalScore, setGlobalScore] = useState('')
   const [binaryDecision, setBinaryDecision] = useState<'accept' | 'reject' | ''>('')
   const [feedbackText, setFeedbackText] = useState('')
 
+  // Track dirty state for autosave
+  const isDirtyRef = useRef(false)
+  const evaluationIdRef = useRef<string | null>(null)
+  const isSubmittedRef = useRef(false)
+  const autosaveTimerRef = useRef<ReturnType<typeof setTimeout> | null>(null)
+  const [lastSavedAt, setLastSavedAt] = useState<Date | null>(null)
+
   // Fetch project
   const { data: project } = trpc.project.get.useQuery(
     { id: projectId },
@@ -71,7 +67,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
     { enabled: !!myAssignment?.id }
   )
 
-  // Fetch the active evaluation form for this round (independent of evaluation existence)
+  // Fetch the active evaluation form for this round
   const { data: activeForm } = trpc.evaluation.getStageForm.useQuery(
     { roundId },
     { enabled: !!roundId }
@@ -80,17 +76,19 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
   // Start evaluation mutation (creates draft)
   const startMutation = trpc.evaluation.start.useMutation()
 
-  // Autosave mutation
+  // Autosave mutation (silent)
   const autosaveMutation = trpc.evaluation.autosave.useMutation({
     onSuccess: () => {
-      toast.success('Draft saved', { duration: 1500 })
+      isDirtyRef.current = false
+      setLastSavedAt(new Date())
     },
-    onError: (err) => toast.error(err.message),
   })
 
   // Submit mutation
   const submitMutation = trpc.evaluation.submit.useMutation({
     onSuccess: () => {
+      isSubmittedRef.current = true
+      isDirtyRef.current = false
       utils.roundAssignment.getMyAssignments.invalidate()
       utils.evaluation.get.invalidate()
       toast.success('Evaluation submitted successfully')
@@ -99,15 +97,24 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
     onError: (err) => toast.error(err.message),
   })
 
+  // Track evaluation ID
+  useEffect(() => {
+    if (existingEvaluation?.id) {
+      evaluationIdRef.current = existingEvaluation.id
+    }
+  }, [existingEvaluation?.id])
+
   // Load existing evaluation data
   useEffect(() => {
     if (existingEvaluation) {
       if (existingEvaluation.criterionScoresJson) {
-        const scores: Record<string, number> = {}
+        const values: Record<string, number | boolean | string> = {}
         Object.entries(existingEvaluation.criterionScoresJson).forEach(([key, value]) => {
-          scores[key] = typeof value === 'number' ? value : 0
+          if (typeof value === 'number' || typeof value === 'boolean' || typeof value === 'string') {
+            values[key] = value
+          }
         })
-        setCriteriaScores(scores)
+        setCriteriaValues(values)
       }
       if (existingEvaluation.globalScore) {
         setGlobalScore(existingEvaluation.globalScore.toString())
@@ -118,6 +125,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
       if (existingEvaluation.feedbackText) {
         setFeedbackText(existingEvaluation.feedbackText)
       }
+      isDirtyRef.current = false
     }
   }, [existingEvaluation])
 
@@ -127,12 +135,12 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
   const requireFeedback = evalConfig?.requireFeedback ?? true
   const feedbackMinLength = evalConfig?.feedbackMinLength ?? 10
 
-  // Get criteria from the active evaluation form (independent of evaluation record)
+  // Parse criteria from the active form
   const criteria = (activeForm?.criteriaJson ?? []).map((c) => {
-    // Parse scale string like "1-10" into minScore/maxScore
+    const type = (c as any).type || 'numeric'
     let minScore = 1
     let maxScore = 10
-    if (c.scale) {
+    if (type === 'numeric' && c.scale) {
       const parts = c.scale.split('-').map(Number)
       if (parts.length === 2 && !isNaN(parts[0]) && !isNaN(parts[1])) {
         minScore = parts[0]
@@ -143,33 +151,135 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
       id: c.id,
       label: c.label,
       description: c.description,
+      type: type as 'numeric' | 'text' | 'boolean' | 'section_header',
       weight: c.weight,
       minScore,
       maxScore,
+      required: (c as any).required ?? true,
+      trueLabel: (c as any).trueLabel || 'Yes',
+      falseLabel: (c as any).falseLabel || 'No',
+      maxLength: (c as any).maxLength || 1000,
+      placeholder: (c as any).placeholder || '',
     }
   })
 
+  // Build current form data for autosave
+  const buildSavePayload = useCallback(() => {
+    return {
+      criterionScoresJson: scoringMode === 'criteria' ? criteriaValues : undefined,
+      globalScore: scoringMode === 'global' && globalScore ? parseInt(globalScore, 10) : null,
+      binaryDecision: scoringMode === 'binary' && binaryDecision ? binaryDecision === 'accept' : null,
+      feedbackText: feedbackText || null,
+    }
+  }, [scoringMode, criteriaValues, globalScore, binaryDecision, feedbackText])
+
+  // Perform autosave
+  const performAutosave = useCallback(async () => {
+    if (!isDirtyRef.current || isSubmittedRef.current) return
+    if (existingEvaluation?.status === 'SUBMITTED') return
+
+    let evalId = evaluationIdRef.current
+    if (!evalId && myAssignment) {
+      try {
+        const newEval = await startMutation.mutateAsync({ assignmentId: myAssignment.id })
+        evalId = newEval.id
+        evaluationIdRef.current = evalId
+      } catch {
+        return
+      }
+    }
+    if (!evalId) return
+
+    autosaveMutation.mutate({ id: evalId, ...buildSavePayload() })
+  }, [myAssignment, existingEvaluation?.status, startMutation, autosaveMutation, buildSavePayload])
+
+  // Debounced autosave: save 3 seconds after last change
+  useEffect(() => {
+    if (!isDirtyRef.current) return
+
+    if (autosaveTimerRef.current) {
+      clearTimeout(autosaveTimerRef.current)
+    }
+
+    autosaveTimerRef.current = setTimeout(() => {
+      performAutosave()
+    }, 3000)
+
+    return () => {
+      if (autosaveTimerRef.current) {
+        clearTimeout(autosaveTimerRef.current)
+      }
+    }
+  }, [criteriaValues, globalScore, binaryDecision, feedbackText, performAutosave])
+
+  // Save on page leave (beforeunload)
+  useEffect(() => {
+    const handleBeforeUnload = () => {
+      if (isDirtyRef.current && !isSubmittedRef.current && evaluationIdRef.current) {
+        const payload = JSON.stringify({
+          id: evaluationIdRef.current,
+          ...buildSavePayload(),
+        })
+        navigator.sendBeacon?.('/api/trpc/evaluation.autosave', payload)
+      }
+    }
+
+    window.addEventListener('beforeunload', handleBeforeUnload)
+    return () => window.removeEventListener('beforeunload', handleBeforeUnload)
+  }, [buildSavePayload])
+
+  // Save on component unmount (navigating away within the app)
+  useEffect(() => {
+    return () => {
+      if (isDirtyRef.current && !isSubmittedRef.current && evaluationIdRef.current) {
+        performAutosave()
+      }
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [])
+
+  // Mark dirty when form values change
+  const handleCriterionChange = (key: string, value: number | boolean | string) => {
+    setCriteriaValues((prev) => ({ ...prev, [key]: value }))
+    isDirtyRef.current = true
+  }
+
+  const handleGlobalScoreChange = (value: string) => {
+    setGlobalScore(value)
+    isDirtyRef.current = true
+  }
+
+  const handleBinaryChange = (value: 'accept' | 'reject') => {
+    setBinaryDecision(value)
+    isDirtyRef.current = true
+  }
+
+  const handleFeedbackChange = (value: string) => {
+    setFeedbackText(value)
+    isDirtyRef.current = true
+  }
+
   const handleSaveDraft = async () => {
     if (!myAssignment) {
       toast.error('Assignment not found')
       return
     }
 
-    // Create evaluation if it doesn't exist
+    let evaluationId = evaluationIdRef.current
-    let evaluationId = existingEvaluation?.id
     if (!evaluationId) {
       const newEval = await startMutation.mutateAsync({ assignmentId: myAssignment.id })
       evaluationId = newEval.id
+      evaluationIdRef.current = evaluationId
     }
 
-    // Autosave current state
+    autosaveMutation.mutate(
-    autosaveMutation.mutate({
+      { id: evaluationId, ...buildSavePayload() },
-      id: evaluationId,
+      { onSuccess: () => {
-      criterionScoresJson: scoringMode === 'criteria' ? criteriaScores : undefined,
+        isDirtyRef.current = false
-      globalScore: scoringMode === 'global' && globalScore ? parseInt(globalScore, 10) : null,
+        setLastSavedAt(new Date())
-      binaryDecision: scoringMode === 'binary' && binaryDecision ? binaryDecision === 'accept' : null,
+        toast.success('Draft saved', { duration: 1500 })
-      feedbackText: feedbackText || null,
+      }}
-    })
+    )
   }
 
   const handleSubmit = async () => {
@@ -178,17 +288,23 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
       return
     }
 
-    // Validation based on scoring mode
+    // Validation for criteria mode
     if (scoringMode === 'criteria') {
-      if (!criteria || criteria.length === 0) {
+      const requiredCriteria = criteria.filter((c) =>
-        toast.error('No criteria found for this evaluation')
+        c.type !== 'section_header' && c.required
-        return
+      )
-      }
+      for (const c of requiredCriteria) {
-      const requiredCriteria = evalConfig?.requireAllCriteriaScored !== false
+        const val = criteriaValues[c.id]
-      if (requiredCriteria) {
+        if (c.type === 'numeric' && (val === undefined || val === null)) {
-        const allScored = criteria.every((c) => criteriaScores[c.id] !== undefined)
+          toast.error(`Please score "${c.label}"`)
-        if (!allScored) {
+          return
-          toast.error('Please score all criteria')
+        }
+        if (c.type === 'boolean' && val === undefined) {
+          toast.error(`Please answer "${c.label}"`)
+          return
+        }
+        if (c.type === 'text' && (!val || (typeof val === 'string' && !val.trim()))) {
+          toast.error(`Please fill in "${c.label}"`)
           return
         }
       }
@@ -216,74 +332,43 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
       }
     }
 
-    // Create evaluation if needed
+    let evaluationId = evaluationIdRef.current
-    let evaluationId = existingEvaluation?.id
     if (!evaluationId) {
       const newEval = await startMutation.mutateAsync({ assignmentId: myAssignment.id })
       evaluationId = newEval.id
+      evaluationIdRef.current = evaluationId
+    }
+
+    // Compute a weighted global score from numeric criteria for the global score field
+    const numericCriteria = criteria.filter((c) => c.type === 'numeric')
+    let computedGlobalScore = 5
+    if (scoringMode === 'criteria' && numericCriteria.length > 0) {
+      let totalWeight = 0
+      let weightedSum = 0
+      for (const c of numericCriteria) {
+        const val = criteriaValues[c.id]
+        if (typeof val === 'number') {
+          const w = c.weight ?? 1
+          // Normalize to 1-10 scale
+          const normalized = ((val - c.minScore) / (c.maxScore - c.minScore)) * 9 + 1
+          weightedSum += normalized * w
+          totalWeight += w
+        }
+      }
+      if (totalWeight > 0) {
+        computedGlobalScore = Math.round(weightedSum / totalWeight)
+      }
     }
 
-    // Submit
     submitMutation.mutate({
       id: evaluationId,
-      criterionScoresJson: scoringMode === 'criteria' ? criteriaScores : {},
+      criterionScoresJson: scoringMode === 'criteria' ? criteriaValues : {},
-      globalScore: scoringMode === 'global' ? parseInt(globalScore, 10) : 5,
+      globalScore: scoringMode === 'global' ? parseInt(globalScore, 10) : computedGlobalScore,
       binaryDecision: scoringMode === 'binary' ? binaryDecision === 'accept' : true,
       feedbackText: feedbackText || 'No feedback provided',
     })
   }
 
-  // COI Dialog
-  if (!coiAccepted && showCOIDialog && evalConfig?.coiRequired !== false) {
-    return (
-      <AlertDialog open={showCOIDialog}>
-        <AlertDialogContent>
-          <AlertDialogHeader>
-            <AlertDialogTitle>Conflict of Interest Declaration</AlertDialogTitle>
-            <AlertDialogDescription asChild>
-              <div className="space-y-3 pt-2">
-                <p>
-                  Before evaluating this project, you must confirm that you have no conflict of
-                  interest.
-                </p>
-                <p>
-                  A conflict of interest exists if you have a personal, professional, or financial
-                  relationship with the project team that could influence your judgment.
-                </p>
-              </div>
-            </AlertDialogDescription>
-          </AlertDialogHeader>
-          <div className="flex items-start gap-3 py-4">
-            <Checkbox
-              id="coi"
-              checked={coiAccepted}
-              onCheckedChange={(checked) => setCoiAccepted(checked as boolean)}
-            />
-            <Label htmlFor="coi" className="text-sm leading-relaxed cursor-pointer">
-              I confirm that I have no conflict of interest with this project and can provide an
-              unbiased evaluation.
-            </Label>
-          </div>
-          <AlertDialogFooter>
-            <Button
-              variant="outline"
-              onClick={() => router.push(`/jury/competitions/${roundId}` as Route)}
-            >
-              Cancel
-            </Button>
-            <Button
-              onClick={() => setShowCOIDialog(false)}
-              disabled={!coiAccepted}
-              className="bg-brand-blue hover:bg-brand-blue-light"
-            >
-              Continue to Evaluation
-            </Button>
-          </AlertDialogFooter>
-        </AlertDialogContent>
-      </AlertDialog>
-    )
-  }
-
   if (!round || !project) {
     return (
       <div className="space-y-6">
@@ -299,7 +384,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
     )
   }
 
-  // Check if round is active — round status is the primary gate for evaluations
+  // Check if round is active
   const isRoundActive = round.status === 'ROUND_ACTIVE'
 
   if (!isRoundActive) {
@@ -352,6 +437,9 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
         </div>
       </div>
 
+      {/* Project Documents */}
+      <MultiWindowDocViewer roundId={roundId} projectId={projectId} />
+
       <Card className="border-l-4 border-l-amber-500">
         <CardContent className="flex items-start gap-3 p-4">
           <AlertCircle className="h-5 w-5 text-amber-600 shrink-0 mt-0.5" />
@@ -359,7 +447,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
             <p className="font-medium text-sm">Important Reminder</p>
             <p className="text-sm text-muted-foreground mt-1">
               Your evaluation will be used to assess this project. Please provide thoughtful and
-              constructive feedback to help the team improve.
+              constructive feedback. Your progress is automatically saved as a draft.
             </p>
           </div>
         </CardContent>
@@ -367,21 +455,116 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
 
       <Card>
         <CardHeader>
-          <CardTitle>Evaluation Form</CardTitle>
+          <div className="flex items-start justify-between">
-          <CardDescription>
+            <div>
-            Provide your assessment using the {scoringMode} scoring method
+              <CardTitle>Evaluation Form</CardTitle>
-          </CardDescription>
+              <CardDescription>
+                {scoringMode === 'criteria'
+                  ? 'Complete all required fields below'
+                  : `Provide your assessment using the ${scoringMode} scoring method`}
+              </CardDescription>
+            </div>
+            {lastSavedAt && (
+              <span className="text-xs text-muted-foreground flex items-center gap-1">
+                <CheckCircle2 className="h-3 w-3 text-emerald-500" />
+                Saved {lastSavedAt.toLocaleTimeString()}
+              </span>
+            )}
+          </div>
         </CardHeader>
         <CardContent className="space-y-6">
-          {/* Criteria-based scoring */}
+          {/* Criteria-based scoring with mixed types */}
           {scoringMode === 'criteria' && criteria && criteria.length > 0 && (
             <div className="space-y-4">
-              <h3 className="font-semibold">Criteria Scores</h3>
               {criteria.map((criterion) => {
+                if (criterion.type === 'section_header') {
+                  return (
+                    <div key={criterion.id} className="border-b pb-2 pt-4 first:pt-0">
+                      <h3 className="font-semibold text-lg">{criterion.label}</h3>
+                      {criterion.description && (
+                        <p className="text-sm text-muted-foreground mt-1">{criterion.description}</p>
+                      )}
+                    </div>
+                  )
+                }
+
+                if (criterion.type === 'boolean') {
+                  const currentValue = criteriaValues[criterion.id]
+                  return (
+                    <div key={criterion.id} className="space-y-3 p-4 border rounded-lg">
+                      <div className="space-y-1">
+                        <Label className="text-base font-medium">
+                          {criterion.label}
+                          {criterion.required && <span className="text-destructive ml-1">*</span>}
+                        </Label>
+                        {criterion.description && (
+                          <p className="text-sm text-muted-foreground">{criterion.description}</p>
+                        )}
+                      </div>
+                      <div className="flex gap-3">
+                        <button
+                          type="button"
+                          onClick={() => handleCriterionChange(criterion.id, true)}
+                          className={cn(
+                            'flex-1 h-12 rounded-lg border-2 flex items-center justify-center text-sm font-medium transition-all',
+                            currentValue === true
+                              ? 'border-emerald-500 bg-emerald-50 text-emerald-700 dark:bg-emerald-950/40 dark:text-emerald-400'
+                              : 'border-border hover:border-emerald-300 hover:bg-emerald-50/50'
+                          )}
+                        >
+                          <ThumbsUp className="mr-2 h-4 w-4" />
+                          {criterion.trueLabel}
+                        </button>
+                        <button
+                          type="button"
+                          onClick={() => handleCriterionChange(criterion.id, false)}
+                          className={cn(
+                            'flex-1 h-12 rounded-lg border-2 flex items-center justify-center text-sm font-medium transition-all',
+                            currentValue === false
+                              ? 'border-red-500 bg-red-50 text-red-700 dark:bg-red-950/40 dark:text-red-400'
+                              : 'border-border hover:border-red-300 hover:bg-red-50/50'
+                          )}
+                        >
+                          <ThumbsDown className="mr-2 h-4 w-4" />
+                          {criterion.falseLabel}
+                        </button>
+                      </div>
+                    </div>
+                  )
+                }
+
+                if (criterion.type === 'text') {
+                  const currentValue = (criteriaValues[criterion.id] as string) || ''
+                  return (
+                    <div key={criterion.id} className="space-y-3 p-4 border rounded-lg">
+                      <div className="space-y-1">
+                        <Label className="text-base font-medium">
+                          {criterion.label}
+                          {criterion.required && <span className="text-destructive ml-1">*</span>}
+                        </Label>
+                        {criterion.description && (
+                          <p className="text-sm text-muted-foreground">{criterion.description}</p>
+                        )}
+                      </div>
+                      <Textarea
+                        value={currentValue}
+                        onChange={(e) => handleCriterionChange(criterion.id, e.target.value)}
+                        placeholder={criterion.placeholder || 'Enter your response...'}
+                        rows={4}
+                        maxLength={criterion.maxLength}
+                      />
+                      <p className="text-xs text-muted-foreground text-right">
+                        {currentValue.length}/{criterion.maxLength}
+                      </p>
+                    </div>
+                  )
+                }
+
+                // Default: numeric criterion
                 const min = criterion.minScore ?? 1
                 const max = criterion.maxScore ?? 10
-                const currentValue = criteriaScores[criterion.id]
+                const currentValue = criteriaValues[criterion.id]
-                const displayValue = currentValue !== undefined ? currentValue : undefined
+                const displayValue = typeof currentValue === 'number' ? currentValue : undefined
                 const sliderValue = typeof currentValue === 'number' ? currentValue : Math.ceil((min + max) / 2)
 
                 return (
@@ -390,16 +573,14 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                       <div className="space-y-1">
                         <Label className="text-base font-medium">
                           {criterion.label}
-                          {evalConfig?.requireAllCriteriaScored !== false && (
+                          {criterion.required && <span className="text-destructive ml-1">*</span>}
-                            <span className="text-destructive ml-1">*</span>
-                          )}
                         </Label>
                         {criterion.description && (
                           <p className="text-sm text-muted-foreground">{criterion.description}</p>
                         )}
                       </div>
                       <span className="shrink-0 rounded-md bg-muted px-2.5 py-1 text-sm font-bold tabular-nums">
-                        {displayValue !== undefined ? displayValue : '—'}/{max}
+                        {displayValue !== undefined ? displayValue : '\u2014'}/{max}
                       </span>
                     </div>
 
@@ -410,9 +591,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                         max={max}
                         step={1}
                         value={[sliderValue]}
-                        onValueChange={(v) =>
+                        onValueChange={(v) => handleCriterionChange(criterion.id, v[0])}
-                          setCriteriaScores({ ...criteriaScores, [criterion.id]: v[0] })
-                        }
                         className="flex-1"
                       />
                       <span className="text-xs text-muted-foreground w-4">{max}</span>
@@ -423,9 +602,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                         <button
                           key={num}
                           type="button"
-                          onClick={() =>
+                          onClick={() => handleCriterionChange(criterion.id, num)}
-                            setCriteriaScores({ ...criteriaScores, [criterion.id]: num })
-                          }
                           className={cn(
                             'w-9 h-9 rounded-md text-sm font-medium transition-colors',
                             displayValue !== undefined && displayValue === num
@@ -453,7 +630,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                   Overall Score <span className="text-destructive">*</span>
                 </Label>
                 <span className="rounded-md bg-muted px-2.5 py-1 text-sm font-bold tabular-nums">
-                  {globalScore || '—'}/10
+                  {globalScore || '\u2014'}/10
                 </span>
               </div>
               <div className="flex items-center gap-2">
@@ -463,7 +640,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                   max={10}
                   step={1}
                   value={[globalScore ? parseInt(globalScore, 10) : 5]}
-                  onValueChange={(v) => setGlobalScore(v[0].toString())}
+                  onValueChange={(v) => handleGlobalScoreChange(v[0].toString())}
                   className="flex-1"
                 />
                 <span className="text-xs text-muted-foreground">10</span>
@@ -475,7 +652,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                     <button
                       key={num}
                       type="button"
-                      onClick={() => setGlobalScore(num.toString())}
+                      onClick={() => handleGlobalScoreChange(num.toString())}
                       className={cn(
                         'w-9 h-9 rounded-md text-sm font-medium transition-colors',
                         current === num
@@ -490,9 +667,6 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
                   )
                 })}
               </div>
-              <p className="text-xs text-muted-foreground">
-                Provide a score from 1 to 10 based on your overall assessment
-              </p>
             </div>
           )}
 
@@ -502,7 +676,7 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
               <Label>
                 Decision <span className="text-destructive">*</span>
               </Label>
-              <RadioGroup value={binaryDecision} onValueChange={(v) => setBinaryDecision(v as 'accept' | 'reject')}>
+              <RadioGroup value={binaryDecision} onValueChange={(v) => handleBinaryChange(v as 'accept' | 'reject')}>
                 <div className="flex items-center space-x-2 p-4 border rounded-lg hover:bg-emerald-50/50">
                   <RadioGroupItem value="accept" id="accept" />
                   <Label htmlFor="accept" className="flex items-center gap-2 cursor-pointer flex-1">
@@ -524,13 +698,13 @@ export default function JuryEvaluatePage({ params: paramsPromise }: PageProps) {
           {/* Feedback */}
           <div className="space-y-2">
             <Label htmlFor="feedbackText">
-              Feedback
+              General Comment / Feedback
               {requireFeedback && <span className="text-destructive ml-1">*</span>}
             </Label>
             <Textarea
               id="feedbackText"
               value={feedbackText}
-              onChange={(e) => setFeedbackText(e.target.value)}
+              onChange={(e) => handleFeedbackChange(e.target.value)}
               placeholder="Provide your feedback on the project..."
               rows={8}
             />

src/app/(jury)/jury/competitions/[roundId]/projects/[projectId]/page.tsx

@@ -9,8 +9,7 @@ import { Button } from '@/components/ui/button'
 import { Badge } from '@/components/ui/badge'
 import { Skeleton } from '@/components/ui/skeleton'
 import { MultiWindowDocViewer } from '@/components/jury/multi-window-doc-viewer'
-import { ArrowLeft, FileText, Users, MapPin, Target } from 'lucide-react'
+import { ArrowLeft, FileText, Users, MapPin, Target, Tag } from 'lucide-react'
-import { toast } from 'sonner'
 
 export default function JuryProjectDetailPage() {
   const params = useParams()
@@ -105,15 +104,41 @@ export default function JuryProjectDetailPage() {
             {project.competitionCategory && (
               <Badge variant="outline">{project.competitionCategory}</Badge>
             )}
-            {project.tags && project.tags.length > 0 && (
-              project.tags.slice(0, 3).map((tag: string) => (
-                <Badge key={tag} variant="secondary">
-                  {tag}
-                </Badge>
-              ))
-            )}
           </div>
 
+          {/* Project tags */}
+          {((project.projectTags && project.projectTags.length > 0) ||
+            (project.tags && project.tags.length > 0)) && (
+            <div>
+              <h3 className="font-semibold mb-2 flex items-center gap-2">
+                <Tag className="h-4 w-4" />
+                Tags
+              </h3>
+              <div className="flex flex-wrap gap-2">
+                {project.projectTags && project.projectTags.length > 0
+                  ? project.projectTags.map((pt: any) => (
+                      <Badge
+                        key={pt.id}
+                        variant="secondary"
+                        style={pt.tag.color ? { backgroundColor: pt.tag.color + '20', borderColor: pt.tag.color, color: pt.tag.color } : undefined}
+                        className="text-xs"
+                      >
+                        {pt.tag.name}
+                        {pt.tag.category && (
+                          <span className="ml-1 opacity-60">({pt.tag.category})</span>
+                        )}
+                      </Badge>
+                    ))
+                  : project.tags.map((tag: string) => (
+                      <Badge key={tag} variant="secondary" className="text-xs">
+                        {tag}
+                      </Badge>
+                    ))
+                }
+              </div>
+            </div>
+          )}
+
           {/* Description */}
           {project.description && (
             <div>

src/components/admin/evaluation-summary-card.tsx

@@ -42,10 +42,21 @@ interface EvaluationSummaryCardProps {
   roundId: string
 }
 
+interface BooleanStats {
+  yesCount: number
+  noCount: number
+  total: number
+  yesPercent: number
+  trueLabel: string
+  falseLabel: string
+}
+
 interface ScoringPatterns {
   averageGlobalScore: number | null
   consensus: number
   criterionAverages: Record<string, number>
+  booleanCriteria?: Record<string, BooleanStats>
+  textResponses?: Record<string, string[]>
   evaluatorCount: number
 }
 
@@ -296,10 +307,10 @@ export function EvaluationSummaryCard({
           </div>
         )}
 
-        {/* Criterion Averages */}
+        {/* Criterion Averages (Numeric) */}
         {Object.keys(patterns.criterionAverages).length > 0 && (
           <div>
-            <p className="text-sm font-medium mb-2">Criterion Averages</p>
+            <p className="text-sm font-medium mb-2">Score Averages</p>
             <div className="space-y-2">
               {Object.entries(patterns.criterionAverages).map(([label, avg]) => (
                 <div key={label} className="flex items-center gap-3">
@@ -323,6 +334,69 @@ export function EvaluationSummaryCard({
           </div>
         )}
 
+        {/* Boolean Criteria (Yes/No) */}
+        {patterns.booleanCriteria && Object.keys(patterns.booleanCriteria).length > 0 && (
+          <div>
+            <p className="text-sm font-medium mb-2">Yes/No Decisions</p>
+            <div className="space-y-3">
+              {Object.entries(patterns.booleanCriteria).map(([label, stats]) => (
+                <div key={label} className="space-y-1">
+                  <div className="flex items-center justify-between">
+                    <span className="text-sm text-muted-foreground truncate">
+                      {label}
+                    </span>
+                    <span className="text-xs text-muted-foreground flex-shrink-0 ml-2">
+                      {stats.yesCount} {stats.trueLabel} / {stats.noCount} {stats.falseLabel}
+                    </span>
+                  </div>
+                  <div className="flex h-2 rounded-full overflow-hidden bg-muted">
+                    {stats.yesCount > 0 && (
+                      <div
+                        className="h-full bg-emerald-500 transition-all"
+                        style={{ width: `${stats.yesPercent}%` }}
+                      />
+                    )}
+                    {stats.noCount > 0 && (
+                      <div
+                        className="h-full bg-red-400 transition-all"
+                        style={{ width: `${100 - stats.yesPercent}%` }}
+                      />
+                    )}
+                  </div>
+                  <div className="flex justify-between text-xs">
+                    <span className="text-emerald-600">{stats.yesPercent}% {stats.trueLabel}</span>
+                    <span className="text-red-500">{100 - stats.yesPercent}% {stats.falseLabel}</span>
+                  </div>
+                </div>
+              ))}
+            </div>
+          </div>
+        )}
+
+        {/* Text Responses */}
+        {patterns.textResponses && Object.keys(patterns.textResponses).length > 0 && (
+          <div>
+            <p className="text-sm font-medium mb-2">Text Responses</p>
+            <div className="space-y-3">
+              {Object.entries(patterns.textResponses).map(([label, responses]) => (
+                <div key={label} className="space-y-1.5">
+                  <p className="text-sm text-muted-foreground">{label}</p>
+                  <div className="space-y-1.5">
+                    {responses.map((text, i) => (
+                      <div
+                        key={i}
+                        className="text-sm p-2 rounded border bg-muted/50 whitespace-pre-wrap"
+                      >
+                        {text}
+                      </div>
+                    ))}
+                  </div>
+                </div>
+              ))}
+            </div>
+          </div>
+        )}
+
         {/* Recommendation */}
         {summaryData.recommendation && (
           <div className="p-3 rounded-lg bg-blue-500/10 border border-blue-200">

src/components/dashboard/recent-evaluations.tsx

@@ -0,0 +1,114 @@
+'use client'
+
+import Link from 'next/link'
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/card'
+import { Badge } from '@/components/ui/badge'
+import { ClipboardCheck, ThumbsUp, ThumbsDown, ExternalLink } from 'lucide-react'
+import { formatDistanceToNow } from 'date-fns'
+
+type RecentEvaluation = {
+  id: string
+  globalScore: number | null
+  binaryDecision: boolean | null
+  submittedAt: Date | string | null
+  feedbackText: string | null
+  assignment: {
+    project: { id: string; title: string }
+    round: { id: string; name: string }
+    user: { id: string; name: string | null; email: string }
+  }
+}
+
+export function RecentEvaluations({ evaluations }: { evaluations: RecentEvaluation[] }) {
+  if (!evaluations || evaluations.length === 0) {
+    return (
+      <Card>
+        <CardHeader className="pb-3">
+          <CardTitle className="flex items-center gap-2 text-base">
+            <ClipboardCheck className="h-4 w-4" />
+            Recent Evaluations
+          </CardTitle>
+        </CardHeader>
+        <CardContent>
+          <p className="text-sm text-muted-foreground text-center py-4">
+            No evaluations submitted yet
+          </p>
+        </CardContent>
+      </Card>
+    )
+  }
+
+  return (
+    <Card>
+      <CardHeader className="pb-3">
+        <CardTitle className="flex items-center gap-2 text-base">
+          <ClipboardCheck className="h-4 w-4" />
+          Recent Evaluations
+        </CardTitle>
+        <CardDescription>Latest jury reviews as they come in</CardDescription>
+      </CardHeader>
+      <CardContent className="space-y-3">
+        {evaluations.map((ev) => (
+          <Link
+            key={ev.id}
+            href={`/admin/projects/${ev.assignment.project.id}`}
+            className="block group"
+          >
+            <div className="flex items-start gap-3 p-2.5 rounded-lg border hover:bg-muted/50 transition-colors">
+              {/* Score indicator */}
+              <div className="flex flex-col items-center gap-0.5 shrink-0 pt-0.5">
+                {ev.globalScore !== null ? (
+                  <span className="text-lg font-bold tabular-nums leading-none">
+                    {ev.globalScore}
+                  </span>
+                ) : (
+                  <span className="text-lg font-bold text-muted-foreground leading-none">-</span>
+                )}
+                <span className="text-[10px] text-muted-foreground">/10</span>
+              </div>
+
+              {/* Details */}
+              <div className="flex-1 min-w-0 space-y-1">
+                <div className="flex items-center gap-2">
+                  <p className="text-sm font-medium truncate flex-1">
+                    {ev.assignment.project.title}
+                  </p>
+                  <ExternalLink className="h-3 w-3 text-muted-foreground opacity-0 group-hover:opacity-100 transition-opacity shrink-0" />
+                </div>
+                <div className="flex items-center gap-2 text-xs text-muted-foreground">
+                  <span className="truncate">{ev.assignment.user.name || ev.assignment.user.email}</span>
+                  <span className="shrink-0">
+                    {ev.submittedAt
+                      ? formatDistanceToNow(new Date(ev.submittedAt), { addSuffix: true })
+                      : ''}
+                  </span>
+                </div>
+                <div className="flex items-center gap-2">
+                  <Badge variant="outline" className="text-[10px] h-5">
+                    {ev.assignment.round.name}
+                  </Badge>
+                  {ev.binaryDecision !== null && (
+                    ev.binaryDecision ? (
+                      <span className="flex items-center gap-0.5 text-xs text-emerald-600">
+                        <ThumbsUp className="h-3 w-3" /> Yes
+                      </span>
+                    ) : (
+                      <span className="flex items-center gap-0.5 text-xs text-red-500">
+                        <ThumbsDown className="h-3 w-3" /> No
+                      </span>
+                    )
+                  )}
+                </div>
+                {ev.feedbackText && (
+                  <p className="text-xs text-muted-foreground line-clamp-2 leading-relaxed">
+                    {ev.feedbackText}
+                  </p>
+                )}
+              </div>
+            </div>
+          </Link>
+        ))}
+      </CardContent>
+    </Card>
+  )
+}

src/components/jury/multi-window-doc-viewer.tsx

@@ -1,12 +1,12 @@
 'use client'
 
+import { useState } from 'react'
 import { trpc } from '@/lib/trpc/client'
 import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/card'
-import { Tabs, TabsContent, TabsList, TabsTrigger } from '@/components/ui/tabs'
 import { Badge } from '@/components/ui/badge'
 import { Button } from '@/components/ui/button'
 import { Skeleton } from '@/components/ui/skeleton'
-import { FileText, Download, ExternalLink } from 'lucide-react'
+import { FileText, Download, ExternalLink, Loader2 } from 'lucide-react'
 import { toast } from 'sonner'
 
 interface MultiWindowDocViewerProps {
@@ -32,10 +32,110 @@ function getFileIcon(mimeType: string) {
   return '📎'
 }
 
+function canPreviewInBrowser(mimeType: string): boolean {
+  return (
+    mimeType === 'application/pdf' ||
+    mimeType.startsWith('image/') ||
+    mimeType.startsWith('video/') ||
+    mimeType.startsWith('text/')
+  )
+}
+
+function FileCard({ file }: { file: { id: string; fileName: string; mimeType: string; size: number; bucket: string; objectKey: string } }) {
+  const [loadingAction, setLoadingAction] = useState<'download' | 'preview' | null>(null)
+
+  const downloadUrlQuery = trpc.file.getDownloadUrl.useQuery(
+    { bucket: file.bucket, objectKey: file.objectKey },
+    { enabled: false } // manual trigger
+  )
+
+  const handleAction = async (action: 'download' | 'preview') => {
+    setLoadingAction(action)
+    try {
+      const result = await downloadUrlQuery.refetch()
+      if (result.data?.url) {
+        if (action === 'preview' && canPreviewInBrowser(file.mimeType)) {
+          window.open(result.data.url, '_blank')
+        } else {
+          // Download: create temp link and click
+          const a = document.createElement('a')
+          a.href = result.data.url
+          a.download = file.fileName
+          a.target = '_blank'
+          document.body.appendChild(a)
+          a.click()
+          document.body.removeChild(a)
+        }
+      }
+    } catch {
+      toast.error('Failed to get file URL')
+    } finally {
+      setLoadingAction(null)
+    }
+  }
+
+  return (
+    <Card className="overflow-hidden">
+      <CardContent className="p-4">
+        <div className="flex items-start gap-3">
+          <div className="text-2xl">{getFileIcon(file.mimeType || '')}</div>
+          <div className="flex-1 min-w-0">
+            <p className="font-medium text-sm truncate" title={file.fileName}>
+              {file.fileName}
+            </p>
+            <div className="flex items-center gap-2 mt-1">
+              <Badge variant="outline" className="text-xs">
+                {file.mimeType?.split('/')[1]?.toUpperCase() || 'FILE'}
+              </Badge>
+              {file.size > 0 && (
+                <span className="text-xs text-muted-foreground">
+                  {formatFileSize(file.size)}
+                </span>
+              )}
+            </div>
+            <div className="flex gap-2 mt-3">
+              <Button
+                size="sm"
+                variant="outline"
+                className="h-7 text-xs"
+                onClick={() => handleAction('download')}
+                disabled={loadingAction !== null}
+              >
+                {loadingAction === 'download' ? (
+                  <Loader2 className="mr-1 h-3 w-3 animate-spin" />
+                ) : (
+                  <Download className="mr-1 h-3 w-3" />
+                )}
+                Download
+              </Button>
+              {canPreviewInBrowser(file.mimeType) && (
+                <Button
+                  size="sm"
+                  variant="ghost"
+                  className="h-7 text-xs"
+                  onClick={() => handleAction('preview')}
+                  disabled={loadingAction !== null}
+                >
+                  {loadingAction === 'preview' ? (
+                    <Loader2 className="mr-1 h-3 w-3 animate-spin" />
+                  ) : (
+                    <ExternalLink className="mr-1 h-3 w-3" />
+                  )}
+                  Preview
+                </Button>
+              )}
+            </div>
+          </div>
+        </div>
+      </CardContent>
+    </Card>
+  )
+}
+
 export function MultiWindowDocViewer({ roundId, projectId }: MultiWindowDocViewerProps) {
-  const { data: windows, isLoading } = trpc.round.getVisibleWindows.useQuery(
+  const { data: files, isLoading } = trpc.file.listByProject.useQuery(
-    { roundId },
+    { projectId },
-    { enabled: !!roundId }
+    { enabled: !!projectId }
   )
 
   if (isLoading) {
@@ -51,94 +151,67 @@ export function MultiWindowDocViewer({ roundId, projectId }: MultiWindowDocViewe
     )
   }
 
-  if (!windows || windows.length === 0) {
+  if (!files || files.length === 0) {
     return (
       <Card>
         <CardHeader>
           <CardTitle>Documents</CardTitle>
-          <CardDescription>Submission windows and uploaded files</CardDescription>
+          <CardDescription>Project files and submissions</CardDescription>
         </CardHeader>
         <CardContent className="text-center py-8">
           <FileText className="h-12 w-12 text-muted-foreground/50 mx-auto mb-3" />
-          <p className="text-sm text-muted-foreground">No submission windows available</p>
+          <p className="text-sm text-muted-foreground">No files uploaded</p>
         </CardContent>
       </Card>
     )
   }
 
+  // Group files by round name or "General"
+  const grouped: Record<string, typeof files> = {}
+  for (const file of files) {
+    const groupName = file.requirement?.round?.name ?? 'General'
+    if (!grouped[groupName]) grouped[groupName] = []
+    grouped[groupName].push(file)
+  }
+
+  const groupNames = Object.keys(grouped)
+
   return (
     <Card>
       <CardHeader>
         <CardTitle>Documents</CardTitle>
-        <CardDescription>Files submitted across all windows</CardDescription>
+        <CardDescription>
+          {files.length} file{files.length !== 1 ? 's' : ''} submitted
+        </CardDescription>
       </CardHeader>
       <CardContent>
-        <Tabs defaultValue={windows[0]?.id || ''} className="w-full">
+        {groupNames.length === 1 ? (
-          <TabsList className="w-full flex-wrap justify-start h-auto gap-1 bg-transparent p-0 mb-4">
+          // Single group — no need for headers
-            {windows.map((window: any) => (
+          <div className="grid gap-3 sm:grid-cols-2">
-              <TabsTrigger
+            {grouped[groupNames[0]].map((file) => (
-                key={window.id}
+              <FileCard key={file.id} file={file} />
-                value={window.id}
-                className="data-[state=active]:bg-brand-blue data-[state=active]:text-white px-4 py-2 rounded-md text-sm"
-              >
-                {window.name}
-                {window.files && window.files.length > 0 && (
-                  <Badge variant="secondary" className="ml-2 text-xs">
-                    {window.files.length}
-                  </Badge>
-                )}
-              </TabsTrigger>
             ))}
-          </TabsList>
+          </div>
-
+        ) : (
-          {windows.map((window: any) => (
+          // Multiple groups — show headers
-            <TabsContent key={window.id} value={window.id} className="mt-0">
+          <div className="space-y-6">
-              {!window.files || window.files.length === 0 ? (
+            {groupNames.map((groupName) => (
-                <div className="text-center py-8 border border-dashed rounded-lg">
+              <div key={groupName}>
-                  <FileText className="h-10 w-10 text-muted-foreground/50 mx-auto mb-2" />
+                <h4 className="font-medium text-sm text-muted-foreground mb-3">
-                  <p className="text-sm text-muted-foreground">No files uploaded</p>
+                  {groupName}
-                </div>
+                  <Badge variant="secondary" className="ml-2 text-xs">
-              ) : (
+                    {grouped[groupName].length}
+                  </Badge>
+                </h4>
                 <div className="grid gap-3 sm:grid-cols-2">
-                  {window.files.map((file: any) => (
+                  {grouped[groupName].map((file) => (
-                    <Card key={file.id} className="overflow-hidden">
+                    <FileCard key={file.id} file={file} />
-                      <CardContent className="p-4">
-                        <div className="flex items-start gap-3">
-                          <div className="text-2xl">{getFileIcon(file.mimeType || '')}</div>
-                          <div className="flex-1 min-w-0">
-                            <p className="font-medium text-sm truncate" title={file.filename}>
-                              {file.filename}
-                            </p>
-                            <div className="flex items-center gap-2 mt-1">
-                              <Badge variant="outline" className="text-xs">
-                                {file.mimeType?.split('/')[1]?.toUpperCase() || 'FILE'}
-                              </Badge>
-                              {file.size && (
-                                <span className="text-xs text-muted-foreground">
-                                  {formatFileSize(file.size)}
-                                </span>
-                              )}
-                            </div>
-                            <div className="flex gap-2 mt-3">
-                              <Button size="sm" variant="outline" className="h-7 text-xs">
-                                <Download className="mr-1 h-3 w-3" />
-                                Download
-                              </Button>
-                              <Button size="sm" variant="ghost" className="h-7 text-xs">
-                                <ExternalLink className="mr-1 h-3 w-3" />
-                                Preview
-                              </Button>
-                            </div>
-                          </div>
-                        </div>
-                      </CardContent>
-                    </Card>
                   ))}
                 </div>
-              )}
+              </div>
-            </TabsContent>
+            ))}
-          ))}
+          </div>
-        </Tabs>
+        )}
       </CardContent>
     </Card>
   )

src/server/routers/dashboard.ts

@@ -465,4 +465,37 @@ export const dashboardRouter = router({
         recentActivity,
       }
     }),
+
+  getRecentEvaluations: adminProcedure
+    .input(z.object({ editionId: z.string(), limit: z.number().int().min(1).max(50).optional() }))
+    .query(async ({ ctx, input }) => {
+      const take = input.limit ?? 10
+
+      const evaluations = await ctx.prisma.evaluation.findMany({
+        where: {
+          status: 'SUBMITTED',
+          assignment: {
+            round: { competition: { programId: input.editionId } },
+          },
+        },
+        orderBy: { submittedAt: 'desc' },
+        take,
+        select: {
+          id: true,
+          globalScore: true,
+          binaryDecision: true,
+          submittedAt: true,
+          feedbackText: true,
+          assignment: {
+            select: {
+              project: { select: { id: true, title: true } },
+              round: { select: { id: true, name: true } },
+              user: { select: { id: true, name: true, email: true } },
+            },
+          },
+        },
+      })
+
+      return evaluations
+    }),
 })

src/server/routers/evaluation.ts

@@ -1067,9 +1067,27 @@ export const evaluationRouter = router({
             id: z.string(),
             label: z.string().min(1).max(255),
             description: z.string().max(2000).optional(),
+            type: z.enum(['numeric', 'text', 'boolean', 'section_header']).optional(),
+            // Numeric fields
             weight: z.number().min(0).max(100).optional(),
             minScore: z.number().int().min(0).optional(),
             maxScore: z.number().int().min(1).optional(),
+            scale: z.number().int().min(1).max(10).optional(),
+            required: z.boolean().optional(),
+            // Text fields
+            maxLength: z.number().int().min(1).max(10000).optional(),
+            placeholder: z.string().max(500).optional(),
+            // Boolean fields
+            trueLabel: z.string().max(100).optional(),
+            falseLabel: z.string().max(100).optional(),
+            // Conditional visibility
+            condition: z.object({
+              criterionId: z.string(),
+              operator: z.enum(['equals', 'greaterThan', 'lessThan']),
+              value: z.union([z.number(), z.string(), z.boolean()]),
+            }).optional(),
+            // Section grouping
+            sectionId: z.string().optional(),
           })
         ).min(1),
       })
@@ -1088,18 +1106,46 @@ export const evaluationRouter = router({
       })
       const nextVersion = (latestForm?.version ?? 0) + 1
 
-      // Build criteriaJson with defaults
+      // Build criteriaJson preserving all fields
-      const criteriaJson = criteria.map((c) => ({
+      const criteriaJson = criteria.map((c) => {
-        id: c.id,
+        const type = c.type || 'numeric'
-        label: c.label,
+        const base = {
-        description: c.description || '',
+          id: c.id,
-        weight: c.weight ?? 1,
+          label: c.label,
-        scale: `${c.minScore ?? 1}-${c.maxScore ?? 10}`,
+          description: c.description || '',
-        required: true,
+          type,
-      }))
+          required: c.required ?? (type !== 'section_header'),
+        }
 
-      // Auto-generate scalesJson from criteria min/max ranges
+        if (type === 'numeric') {
-      const scaleSet = new Set(criteriaJson.map((c) => c.scale))
+          const scaleVal = c.scale ?? 10
+          return {
+            ...base,
+            weight: c.weight ?? 1,
+            scale: `${c.minScore ?? 1}-${c.maxScore ?? scaleVal}`,
+          }
+        }
+        if (type === 'text') {
+          return {
+            ...base,
+            maxLength: c.maxLength ?? 1000,
+            placeholder: c.placeholder || '',
+          }
+        }
+        if (type === 'boolean') {
+          return {
+            ...base,
+            trueLabel: c.trueLabel || 'Yes',
+            falseLabel: c.falseLabel || 'No',
+          }
+        }
+        // section_header
+        return base
+      })
+
+      // Auto-generate scalesJson from numeric criteria
+      const numericCriteria = criteriaJson.filter((c) => c.type === 'numeric')
+      const scaleSet = new Set(numericCriteria.map((c) => (c as { scale: string }).scale))
       const scalesJson: Record<string, { min: number; max: number }> = {}
       for (const scale of scaleSet) {
         const [min, max] = scale.split('-').map(Number)

src/server/routers/project.ts

@@ -1141,7 +1141,8 @@ export const projectRouter = router({
           where: { projectId: input.id },
           include: {
             user: { select: { id: true, name: true, email: true, expertiseTags: true, profileImageKey: true, profileImageProvider: true } },
-            evaluation: { select: { status: true, submittedAt: true, globalScore: true, binaryDecision: true } },
+            round: { select: { id: true, name: true } },
+            evaluation: { select: { id: true, status: true, submittedAt: true, globalScore: true, binaryDecision: true, criterionScoresJson: true, feedbackText: true } },
           },
           orderBy: { createdAt: 'desc' },
         }),

src/server/services/ai-evaluation-summary.ts

@@ -21,7 +21,7 @@ import type { PrismaClient, Prisma } from '@prisma/client'
 
 interface EvaluationForSummary {
   id: string
-  criterionScoresJson: Record<string, number> | null
+  criterionScoresJson: Record<string, number | boolean | string> | null
   globalScore: number | null
   binaryDecision: boolean | null
   feedbackText: string | null
@@ -35,7 +35,7 @@ interface EvaluationForSummary {
 }
 
 interface AnonymizedEvaluation {
-  criterionScores: Record<string, number> | null
+  criterionScores: Record<string, number | boolean | string> | null
   globalScore: number | null
   binaryDecision: boolean | null
   feedbackText: string | null
@@ -44,6 +44,9 @@ interface AnonymizedEvaluation {
 interface CriterionDef {
   id: string
   label: string
+  type?: 'numeric' | 'text' | 'boolean' | 'section_header'
+  trueLabel?: string
+  falseLabel?: string
 }
 
 interface AIResponsePayload {
@@ -58,10 +61,21 @@ interface AIResponsePayload {
   recommendation: string
 }
 
+interface BooleanStats {
+  yesCount: number
+  noCount: number
+  total: number
+  yesPercent: number
+  trueLabel: string
+  falseLabel: string
+}
+
 interface ScoringPatterns {
   averageGlobalScore: number | null
   consensus: number
   criterionAverages: Record<string, number>
+  booleanCriteria: Record<string, BooleanStats>
+  textResponses: Record<string, string[]>
   evaluatorCount: number
 }
 
@@ -84,7 +98,7 @@ export function anonymizeEvaluations(
   evaluations: EvaluationForSummary[]
 ): AnonymizedEvaluation[] {
   return evaluations.map((ev) => ({
-    criterionScores: ev.criterionScoresJson as Record<string, number> | null,
+    criterionScores: ev.criterionScoresJson as Record<string, number | boolean | string> | null,
     globalScore: ev.globalScore,
     binaryDecision: ev.binaryDecision,
     feedbackText: ev.feedbackText ? sanitizeText(ev.feedbackText) : null,
@@ -99,15 +113,33 @@ export function anonymizeEvaluations(
 export function buildSummaryPrompt(
   anonymizedEvaluations: AnonymizedEvaluation[],
   projectTitle: string,
-  criteriaLabels: string[]
+  criteriaDefinitions: CriterionDef[]
 ): string {
   const sanitizedTitle = sanitizeText(projectTitle)
 
+  // Build a descriptive criteria section that explains each criterion type
+  const criteriaDescription = criteriaDefinitions
+    .filter((c) => c.type !== 'section_header')
+    .map((c) => {
+      const type = c.type || 'numeric'
+      if (type === 'boolean') {
+        return `- "${c.label}" (Yes/No decision: ${c.trueLabel || 'Yes'} / ${c.falseLabel || 'No'})`
+      }
+      if (type === 'text') {
+        return `- "${c.label}" (Free-text response)`
+      }
+      return `- "${c.label}" (Numeric score)`
+    })
+    .join('\n')
+
   return `You are analyzing jury evaluations for a project competition.
 
 PROJECT: "${sanitizedTitle}"
 
-EVALUATION CRITERIA: ${criteriaLabels.join(', ')}
+EVALUATION CRITERIA:
+${criteriaDescription}
+
+Note: criterionScores values may be numbers (numeric scores), booleans (true/false for yes/no criteria), or strings (text responses).
 
 EVALUATIONS (${anonymizedEvaluations.length} total):
 ${JSON.stringify(anonymizedEvaluations, null, 2)}
@@ -123,17 +155,11 @@ Analyze these evaluations and return a JSON object with this exact structure:
   "recommendation": "A brief recommendation based on the evaluation consensus"
 }
 
-Example output:
-{
-  "overallAssessment": "The project received strong scores (avg 7.8/10) with high consensus among evaluators. Key strengths in innovation were balanced by concerns about scalability.",
-  "strengths": ["Innovative approach to coral reef monitoring", "Strong team expertise in marine biology"],
-  "weaknesses": ["Limited scalability plan", "Budget projections need more detail"],
-  "themes": [{"theme": "Innovation", "sentiment": "positive", "frequency": 3}, {"theme": "Scalability", "sentiment": "negative", "frequency": 2}],
-  "recommendation": "Recommended for advancement with condition to address scalability concerns in next round."
-}
-
 Guidelines:
 - Base your analysis only on the provided evaluation data
+- For numeric criteria, consider score averages and distribution
+- For yes/no criteria, consider the proportion of yes vs no answers
+- For text criteria, synthesize common themes from the responses
 - Identify common themes across evaluator feedback
 - Note areas of agreement and disagreement
 - Keep the assessment objective and balanced
@@ -172,19 +198,63 @@ export function computeScoringPatterns(
     consensus = Math.max(0, 1 - stdDev / 4.5)
   }
 
-  // Criterion averages
+  // Criterion averages (numeric only)
   const criterionAverages: Record<string, number> = {}
+  // Boolean criteria stats
+  const booleanCriteria: Record<string, BooleanStats> = {}
+  // Text responses
+  const textResponses: Record<string, string[]> = {}
+
   for (const criterion of criteriaLabels) {
-    const scores: number[] = []
+    const type = criterion.type || 'numeric'
-    for (const ev of evaluations) {
+
-      const criterionScores = ev.criterionScoresJson as Record<string, number> | null
+    if (type === 'numeric') {
-      if (criterionScores && criterionScores[criterion.id] !== undefined) {
+      const scores: number[] = []
-        scores.push(criterionScores[criterion.id])
+      for (const ev of evaluations) {
+        const criterionScores = ev.criterionScoresJson as Record<string, number | boolean | string> | null
+        const val = criterionScores?.[criterion.id]
+        if (typeof val === 'number') {
+          scores.push(val)
+        }
+      }
+      if (scores.length > 0) {
+        criterionAverages[criterion.label] =
+          scores.reduce((a, b) => a + b, 0) / scores.length
+      }
+    } else if (type === 'boolean') {
+      let yesCount = 0
+      let noCount = 0
+      for (const ev of evaluations) {
+        const criterionScores = ev.criterionScoresJson as Record<string, number | boolean | string> | null
+        const val = criterionScores?.[criterion.id]
+        if (typeof val === 'boolean') {
+          if (val) yesCount++
+          else noCount++
+        }
+      }
+      const total = yesCount + noCount
+      if (total > 0) {
+        booleanCriteria[criterion.label] = {
+          yesCount,
+          noCount,
+          total,
+          yesPercent: Math.round((yesCount / total) * 100),
+          trueLabel: criterion.trueLabel || 'Yes',
+          falseLabel: criterion.falseLabel || 'No',
+        }
+      }
+    } else if (type === 'text') {
+      const responses: string[] = []
+      for (const ev of evaluations) {
+        const criterionScores = ev.criterionScoresJson as Record<string, number | boolean | string> | null
+        const val = criterionScores?.[criterion.id]
+        if (typeof val === 'string' && val.trim()) {
+          responses.push(sanitizeText(val))
+        }
+      }
+      if (responses.length > 0) {
+        textResponses[criterion.label] = responses
       }
-    }
-    if (scores.length > 0) {
-      criterionAverages[criterion.label] =
-        scores.reduce((a, b) => a + b, 0) / scores.length
     }
   }
 
@@ -192,6 +262,8 @@ export function computeScoringPatterns(
     averageGlobalScore,
     consensus: Math.round(consensus * 100) / 100,
     criterionAverages,
+    booleanCriteria,
+    textResponses,
     evaluatorCount: evaluations.length,
   }
 }
@@ -266,7 +338,6 @@ export async function generateSummary({
   const criteria: CriterionDef[] = form?.criteriaJson
     ? (form.criteriaJson as unknown as CriterionDef[])
     : []
-  const criteriaLabels = criteria.map((c) => c.label)
 
   // 2. Anonymize evaluations
   const typedEvaluations = evaluations as unknown as EvaluationForSummary[]
@@ -282,7 +353,7 @@ export async function generateSummary({
   }
 
   const model = await getConfiguredModel(AI_MODELS.QUICK)
-  const prompt = buildSummaryPrompt(anonymized, project.title, criteriaLabels)
+  const prompt = buildSummaryPrompt(anonymized, project.title, criteria)
 
   let aiResponse: AIResponsePayload
   let tokensUsed = 0