Add AI Assignment toggle and Tags tab to settings

- Add "Use AI" button to assignments page to switch between algorithmic and GPT-powered suggestions
- Normalize AI suggestions format to match algorithmic format for consistent UI
- Add Tags tab to Settings page with link to expertise tags management
- AI assignment mode shows GPT-analyzed suggestions with confidence scores

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

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

@@ -76,15 +76,40 @@ function AssignmentManagementContent({ roundId }: { roundId: string }) {
   const [manualDialogOpen, setManualDialogOpen] = useState(false)
   const [selectedJuror, setSelectedJuror] = useState<string>('')
   const [selectedProject, setSelectedProject] = useState<string>('')
+  const [useAI, setUseAI] = useState(false)
 
   const { data: round, isLoading: loadingRound } = trpc.round.get.useQuery({ id: roundId })
   const { data: assignments, isLoading: loadingAssignments } = trpc.assignment.listByRound.useQuery({ roundId })
   const { data: stats, isLoading: loadingStats } = trpc.assignment.getStats.useQuery({ roundId })
-  const { data: suggestions, isLoading: loadingSuggestions, refetch: refetchSuggestions } = trpc.assignment.getSuggestions.useQuery(
+  const { data: isAIAvailable } = trpc.assignment.isAIAvailable.useQuery()
+
+  // Algorithmic suggestions (default)
+  const { data: algorithmicSuggestions, isLoading: loadingAlgorithmic, refetch: refetchAlgorithmic } = trpc.assignment.getSuggestions.useQuery(
     { roundId },
-    { enabled: !!round }
+    { enabled: !!round && !useAI }
   )
 
+  // AI-powered suggestions
+  const { data: aiSuggestionsRaw, isLoading: loadingAI, refetch: refetchAI } = trpc.assignment.getAISuggestions.useQuery(
+    { roundId, useAI: true },
+    { enabled: !!round && useAI }
+  )
+
+  // Normalize AI suggestions to match algorithmic format
+  const aiSuggestions = aiSuggestionsRaw?.suggestions?.map((s) => ({
+    userId: s.jurorId,
+    jurorName: s.jurorName,
+    projectId: s.projectId,
+    projectTitle: s.projectTitle,
+    score: Math.round(s.confidenceScore * 100),
+    reasoning: [s.reasoning],
+  })) ?? []
+
+  // Use the appropriate suggestions based on mode
+  const suggestions = useAI ? aiSuggestions : (algorithmicSuggestions ?? [])
+  const loadingSuggestions = useAI ? loadingAI : loadingAlgorithmic
+  const refetchSuggestions = useAI ? refetchAI : refetchAlgorithmic
+
   // Get available jurors for manual assignment
   const { data: availableJurors } = trpc.user.getJuryMembers.useQuery(
     { roundId },
@@ -111,6 +136,7 @@ function AssignmentManagementContent({ roundId }: { roundId: string }) {
       utils.assignment.listByRound.invalidate({ roundId })
       utils.assignment.getStats.invalidate({ roundId })
       utils.assignment.getSuggestions.invalidate({ roundId })
+      utils.assignment.getAISuggestions.invalidate({ roundId })
       setSelectedSuggestions(new Set())
     },
   })
@@ -438,13 +464,28 @@ function AssignmentManagementContent({ roundId }: { roundId: string }) {
             <div>
               <CardTitle className="text-lg flex items-center gap-2">
                 <Sparkles className="h-5 w-5 text-amber-500" />
-                Smart Assignment Suggestions
+                {useAI ? 'AI Assignment Suggestions' : 'Smart Assignment Suggestions'}
               </CardTitle>
               <CardDescription>
-                AI-powered recommendations based on expertise matching and workload
+                {useAI
-                balance
+                  ? 'GPT-powered recommendations analyzing project descriptions and judge expertise'
+                  : 'Algorithmic recommendations based on tag matching and workload balance'}
               </CardDescription>
             </div>
+            <div className="flex items-center gap-2">
+              <Button
+                variant={useAI ? 'default' : 'outline'}
+                size="sm"
+                onClick={() => {
+                  setUseAI(!useAI)
+                  setSelectedSuggestions(new Set())
+                }}
+                disabled={!isAIAvailable && !useAI}
+                title={!isAIAvailable ? 'OpenAI API key not configured' : undefined}
+              >
+                <Sparkles className={`mr-2 h-4 w-4 ${useAI ? 'text-amber-300' : ''}`} />
+                {useAI ? 'AI Mode' : 'Use AI'}
+              </Button>
               <Button
                 variant="outline"
                 size="sm"
@@ -457,6 +498,7 @@ function AssignmentManagementContent({ roundId }: { roundId: string }) {
                 Refresh
               </Button>
             </div>
+          </div>
         </CardHeader>
         <CardContent>
           {loadingSuggestions ? (

src/components/settings/settings-content.tsx

@@ -18,7 +18,11 @@ import {
   Shield,
   Settings as SettingsIcon,
   Bell,
+  Tags,
+  ExternalLink,
 } from 'lucide-react'
+import Link from 'next/link'
+import { Button } from '@/components/ui/button'
 import { AISettingsForm } from './ai-settings-form'
 import { AIUsageCard } from './ai-usage-card'
 import { BrandingSettingsForm } from './branding-settings-form'
@@ -110,11 +114,15 @@ export function SettingsContent({ initialSettings }: SettingsContentProps) {
 
   return (
     <Tabs defaultValue="ai" className="space-y-6">
-      <TabsList className="grid w-full grid-cols-3 lg:grid-cols-7">
+      <TabsList className="grid w-full grid-cols-4 lg:grid-cols-8">
         <TabsTrigger value="ai" className="gap-2">
           <Bot className="h-4 w-4" />
           <span className="hidden sm:inline">AI</span>
         </TabsTrigger>
+        <TabsTrigger value="tags" className="gap-2">
+          <Tags className="h-4 w-4" />
+          <span className="hidden sm:inline">Tags</span>
+        </TabsTrigger>
         <TabsTrigger value="branding" className="gap-2">
           <Palette className="h-4 w-4" />
           <span className="hidden sm:inline">Branding</span>
@@ -156,6 +164,38 @@ export function SettingsContent({ initialSettings }: SettingsContentProps) {
         <AIUsageCard />
       </TabsContent>
 
+      <TabsContent value="tags">
+        <Card>
+          <CardHeader>
+            <CardTitle className="flex items-center gap-2">
+              <Tags className="h-5 w-5" />
+              Expertise Tags
+            </CardTitle>
+            <CardDescription>
+              Manage tags used for jury expertise, project categorization, and AI-powered matching
+            </CardDescription>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            <p className="text-sm text-muted-foreground">
+              Expertise tags are used across the platform to:
+            </p>
+            <ul className="text-sm text-muted-foreground list-disc list-inside space-y-1">
+              <li>Categorize jury members by their areas of expertise</li>
+              <li>Tag projects for better organization and filtering</li>
+              <li>Power AI-based project tagging</li>
+              <li>Enable smart jury-project matching</li>
+            </ul>
+            <Button asChild>
+              <Link href="/admin/settings/tags">
+                <Tags className="mr-2 h-4 w-4" />
+                Manage Expertise Tags
+                <ExternalLink className="ml-2 h-3 w-3" />
+              </Link>
+            </Button>
+          </CardContent>
+        </Card>
+      </TabsContent>
+
       <TabsContent value="branding">
         <Card>
           <CardHeader>